``{r installing} if (!requireNamespace(“BiocManager”, quietly = TRUE)) install.packages(“BiocManager”)
BiocManager::install(“limma”) BiocManager::install(“topGO”) BiocManager::install(“GO.db”) BiocManager::install(“org.Hs.eg.db”) BiocManager::install(“rtracklayer”) BiocManager::install(“GenomicRanges”) BiocManager::install(“ChIPQC”) BiocManager::install(“ChIPseeker”) BiocManager::install(“TxDb.Hsapiens.UCSC.hg19.knownGene”) install_github(“ColeWunderlich/soGGi”) BiocManager::install(“Rsubread”) BiocManager::install(“venn”)
library(devtools)
## Loading required package: usethis
library(rtracklayer)
## Loading required package: GenomicRanges
## Loading required package: stats4
## Loading required package: BiocGenerics
## Loading required package: parallel
##
## Attaching package: 'BiocGenerics'
## The following objects are masked from 'package:parallel':
##
## clusterApply, clusterApplyLB, clusterCall, clusterEvalQ,
## clusterExport, clusterMap, parApply, parCapply, parLapply,
## parLapplyLB, parRapply, parSapply, parSapplyLB
## The following objects are masked from 'package:stats':
##
## IQR, mad, sd, var, xtabs
## The following objects are masked from 'package:base':
##
## anyDuplicated, append, as.data.frame, basename, cbind, colnames,
## dirname, do.call, duplicated, eval, evalq, Filter, Find, get, grep,
## grepl, intersect, is.unsorted, lapply, Map, mapply, match, mget,
## order, paste, pmax, pmax.int, pmin, pmin.int, Position, rank,
## rbind, Reduce, rownames, sapply, setdiff, sort, table, tapply,
## union, unique, unsplit, which, which.max, which.min
## Loading required package: S4Vectors
##
## Attaching package: 'S4Vectors'
## The following object is masked from 'package:base':
##
## expand.grid
## Loading required package: IRanges
## Loading required package: GenomeInfoDb
library(GenomicRanges)
library(ChIPQC)
## Loading required package: ggplot2
## Loading required package: DiffBind
## Loading required package: SummarizedExperiment
## Loading required package: Biobase
## Welcome to Bioconductor
##
## Vignettes contain introductory material; view with
## 'browseVignettes()'. To cite Bioconductor, see
## 'citation("Biobase")', and for packages 'citation("pkgname")'.
## Loading required package: DelayedArray
## Loading required package: matrixStats
##
## Attaching package: 'matrixStats'
## The following objects are masked from 'package:Biobase':
##
## anyMissing, rowMedians
##
## Attaching package: 'DelayedArray'
## The following objects are masked from 'package:matrixStats':
##
## colMaxs, colMins, colRanges, rowMaxs, rowMins, rowRanges
## The following objects are masked from 'package:base':
##
## aperm, apply, rowsum
##
library(DT)
library(dplyr)
##
## Attaching package: 'dplyr'
## The following object is masked from 'package:matrixStats':
##
## count
## The following object is masked from 'package:Biobase':
##
## combine
## The following objects are masked from 'package:GenomicRanges':
##
## intersect, setdiff, union
## The following object is masked from 'package:GenomeInfoDb':
##
## intersect
## The following objects are masked from 'package:IRanges':
##
## collapse, desc, intersect, setdiff, slice, union
## The following objects are masked from 'package:S4Vectors':
##
## first, intersect, rename, setdiff, setequal, union
## The following objects are masked from 'package:BiocGenerics':
##
## combine, intersect, setdiff, union
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
library(tidyr)
##
## Attaching package: 'tidyr'
## The following object is masked from 'package:S4Vectors':
##
## expand
library(ChIPseeker)
## ChIPseeker v1.24.0 For help: https://guangchuangyu.github.io/software/ChIPseeker
##
## If you use ChIPseeker in published research, please cite:
## Guangchuang Yu, Li-Gen Wang, Qing-Yu He. ChIPseeker: an R/Bioconductor package for ChIP peak annotation, comparison and visualization. Bioinformatics 2015, 31(14):2382-2383
library(TxDb.Hsapiens.UCSC.hg19.knownGene)
## Loading required package: GenomicFeatures
## Loading required package: AnnotationDbi
##
## Attaching package: 'AnnotationDbi'
## The following object is masked from 'package:dplyr':
##
## select
library(soGGi)
## Warning: replacing previous import 'ggplot2::Position' by
## 'BiocGenerics::Position' when loading 'soGGi'
library(limma)
##
## Attaching package: 'limma'
## The following object is masked from 'package:BiocGenerics':
##
## plotMA
library(venn)
library(tidyr)
library(Rsubread)
library(csaw)
library(edgeR)
library(UpSetR)
library(enrichR)
## Welcome to enrichR
## Checking connection ...
## Connection is Live!
setwd("/Users/javi/Documents/Master Bioinformática UOC/Proyecto fin de máster/Datos originales/ATAC-seq/GSE111013_RAW")
list.filenames<-list.files(pattern ="CD8.peaks.narrowPeak.gz$")
list.filenames
## [1] "GSM3020245_ATAC-seq_CLL1_0d_CD8.peaks.narrowPeak.gz"
## [2] "GSM3020246_ATAC-seq_CLL1_3d_CD8.peaks.narrowPeak.gz"
## [3] "GSM3020247_ATAC-seq_CLL1_030d_CD8.peaks.narrowPeak.gz"
## [4] "GSM3020248_ATAC-seq_CLL1_120d_CD8.peaks.narrowPeak.gz"
## [5] "GSM3020266_ATAC-seq_CLL2_0d_CD8.peaks.narrowPeak.gz"
## [6] "GSM3020267_ATAC-seq_CLL2_3d_CD8.peaks.narrowPeak.gz"
## [7] "GSM3020268_ATAC-seq_CLL2_8d_CD8.peaks.narrowPeak.gz"
## [8] "GSM3020269_ATAC-seq_CLL2_30d_CD8.peaks.narrowPeak.gz"
## [9] "GSM3020270_ATAC-seq_CLL2_120d_CD8.peaks.narrowPeak.gz"
## [10] "GSM3020286_ATAC-seq_CLL4_0d_CD8.peaks.narrowPeak.gz"
## [11] "GSM3020287_ATAC-seq_CLL4_3d_CD8.peaks.narrowPeak.gz"
## [12] "GSM3020311_ATAC-seq_CLL5_0d_CD8.peaks.narrowPeak.gz"
## [13] "GSM3020312_ATAC-seq_CLL5_1d_CD8.peaks.narrowPeak.gz"
## [14] "GSM3020313_ATAC-seq_CLL5_2d_CD8.peaks.narrowPeak.gz"
## [15] "GSM3020314_ATAC-seq_CLL5_3d_CD8.peaks.narrowPeak.gz"
## [16] "GSM3020315_ATAC-seq_CLL5_8d_CD8.peaks.narrowPeak.gz"
## [17] "GSM3020316_ATAC-seq_CLL5_30d_CD8.peaks.narrowPeak.gz"
## [18] "GSM3020317_ATAC-seq_CLL5_150d_CD8.peaks.narrowPeak.gz"
## [19] "GSM3020318_ATAC-seq_CLL5_240d_CD8.peaks.narrowPeak.gz"
## [20] "GSM3020343_ATAC-seq_CLL6_0d_CD8.peaks.narrowPeak.gz"
## [21] "GSM3020344_ATAC-seq_CLL6_030d_CD8.peaks.narrowPeak.gz"
## [22] "GSM3020345_ATAC-seq_CLL6_120d_CD8.peaks.narrowPeak.gz"
## [23] "GSM3020346_ATAC-seq_CLL6_280d_CD8.peaks.narrowPeak.gz"
## [24] "GSM3020366_ATAC-seq_CLL7_0d_CD8.peaks.narrowPeak.gz"
## [25] "GSM3020367_ATAC-seq_CLL7_1d_CD8.peaks.narrowPeak.gz"
## [26] "GSM3020368_ATAC-seq_CLL7_3d_CD8.peaks.narrowPeak.gz"
## [27] "GSM3020369_ATAC-seq_CLL7_8d_CD8.peaks.narrowPeak.gz"
## [28] "GSM3020370_ATAC-seq_CLL7_30d_CD8.peaks.narrowPeak.gz"
## [29] "GSM3020371_ATAC-seq_CLL7_150d_CD8.peaks.narrowPeak.gz"
## [30] "GSM3020383_ATAC-seq_CLL8_0d_CD8.peaks.narrowPeak.gz"
## [31] "GSM3020384_ATAC-seq_CLL8_3d_CD8.peaks.narrowPeak.gz"
## [32] "GSM3020385_ATAC-seq_CLL8_030d_CD8.peaks.narrowPeak.gz"
list.data<-list()
for (i in 1:length(list.filenames)){
list.data[[i]]<-import(list.filenames[i], "narrowPeak")
}
names(list.data)<-list.filenames
CD8.data<-list.data
a<-CD8.data$`GSM3020245_ATAC-seq_CLL1_0d_CD8.peaks.narrowPeak.gz`
hist(a$score)
as.matrix(summary(as.factor(a@seqnames)))
## [,1]
## chr1 5041
## chr10 2444
## chr11 2644
## chr12 2763
## chr13 1382
## chr14 1822
## chr15 1483
## chr16 1653
## chr17 2233
## chr17_gl000205_random 4
## chr18 1064
## chr19 2042
## chr19_gl000208_random 1
## chr1_gl000191_random 2
## chr1_gl000192_random 3
## chr2 4354
## chr20 1213
## chr21 539
## chr22 852
## chr3 3481
## chr4 2377
## chr5 2827
## chr6 3444
## chr7 2698
## chr7_gl000195_random 7
## chr8 2167
## chr9 1980
## chr9_gl000199_random 1
## chrM 10
## chrUn_gl000214 1
## chrUn_gl000219 10
## chrUn_gl000220 19
## chrUn_gl000224 3
## chrUn_gl000226 2
## chrX 1711
short.names<-sapply(strsplit(list.filenames, "-seq_"), "[", 2)
short.names<-sapply(strsplit(short.names, ".peaks"), "[", 1)
short.names
## [1] "CLL1_0d_CD8" "CLL1_3d_CD8" "CLL1_030d_CD8" "CLL1_120d_CD8"
## [5] "CLL2_0d_CD8" "CLL2_3d_CD8" "CLL2_8d_CD8" "CLL2_30d_CD8"
## [9] "CLL2_120d_CD8" "CLL4_0d_CD8" "CLL4_3d_CD8" "CLL5_0d_CD8"
## [13] "CLL5_1d_CD8" "CLL5_2d_CD8" "CLL5_3d_CD8" "CLL5_8d_CD8"
## [17] "CLL5_30d_CD8" "CLL5_150d_CD8" "CLL5_240d_CD8" "CLL6_0d_CD8"
## [21] "CLL6_030d_CD8" "CLL6_120d_CD8" "CLL6_280d_CD8" "CLL7_0d_CD8"
## [25] "CLL7_1d_CD8" "CLL7_3d_CD8" "CLL7_8d_CD8" "CLL7_30d_CD8"
## [29] "CLL7_150d_CD8" "CLL8_0d_CD8" "CLL8_3d_CD8" "CLL8_030d_CD8"
short.names[3]<-"CLL1_30d_CD8"
short.names[21]<-"CLL6_30d_CD8"
short.names[32]<-"CLL8_30d_CD8"
Filtramos los datos para mantener sólo aquellos pertenecientes a los cromosomas canónicos y no sexuales. Eliminamos también los picos artefactales asociados a “blacklists”
setwd("/Users/javi/Documents/Master Bioinformática UOC/Proyecto fin de máster/PEC3 ATAC-seq")
blkList <- import.bed("hg19-blacklist.v2.bed.gz")
Canonical_chrom<-c("chr1", "chr2", "chr3", "chr4","chr5", "chr6","chr7", "chr8","chr9", "chr10","chr11", "chr12","chr13", "chr14","chr15", "chr16","chr17", "chr18","chr19", "chr20", "chr21", "chr22")
CD8.filtered<-list()
CD8.data[[1]]
## GRanges object with 52277 ranges and 6 metadata columns:
## seqnames ranges strand | name
## <Rle> <IRanges> <Rle> | <character>
## [1] chr1 10069-10311 * | ATAC-seq_FE_0d_CD8_peak_1
## [2] chr1 569790-570064 * | ATAC-seq_FE_0d_CD8_peak_2
## [3] chr1 713839-714391 * | ATAC-seq_FE_0d_CD8_peak_3
## [4] chr1 839840-840211 * | ATAC-seq_FE_0d_CD8_peak_4
## [5] chr1 894618-894764 * | ATAC-seq_FE_0d_CD8_peak_5
## ... ... ... ... . ...
## [52273] chrX 154807285-154807739 * | ATAC-seq_FE_0d_CD8_peak_52273
## [52274] chrX 154822263-154822422 * | ATAC-seq_FE_0d_CD8_peak_52274
## [52275] chrX 154841871-154842108 * | ATAC-seq_FE_0d_CD8_peak_52275
## [52276] chrX 154842537-154842743 * | ATAC-seq_FE_0d_CD8_peak_52276
## [52277] chrX 154862080-154862534 * | ATAC-seq_FE_0d_CD8_peak_52277
## score signalValue pValue qValue peak
## <numeric> <numeric> <numeric> <numeric> <integer>
## [1] 111 8.11456 13.91620 11.12580 124
## [2] 918 32.40973 97.05756 91.87830 136
## [3] 254 12.97655 28.80828 25.49533 179
## [4] 160 10.14320 19.03641 16.04733 232
## [5] 36 4.56444 6.04979 3.66083 32
## ... ... ... ... ... ...
## [52273] 342 14.33876 37.85284 34.27439 288
## [52274] 56 5.57876 8.12360 5.60904 36
## [52275] 40 4.56204 6.51479 4.09957 94
## [52276] 88 6.67640 11.56942 8.88189 79
## [52277] 439 17.00429 47.80342 43.95039 285
## -------
## seqinfo: 35 sequences from an unspecified genome; no seqlengths
length(list.filenames)
## [1] 32
for (i in 1:length(list.filenames)){
MacsCalls <- CD8.data[[i]]
data.frame(Blacklisted = sum(MacsCalls %over% blkList), Not_Blacklisted = sum(!MacsCalls %over% blkList))
MacsCalls.filtered <- MacsCalls[!MacsCalls %over% blkList]
Filtered.peaks<-MacsCalls.filtered[seqnames(MacsCalls.filtered) %in% Canonical_chrom]
summary(as.factor(seqnames(Filtered.peaks)))
CD8.filtered[[i]]<-Filtered.peaks
}
## Warning in .Seqinfo.mergexy(x, y): Each of the 2 combined objects has sequence levels not in the other:
## - in 'x': chr17_gl000205_random, chr19_gl000208_random, chr1_gl000191_random, chr1_gl000192_random, chr7_gl000195_random, chr9_gl000199_random, chrM, chrUn_gl000214, chrUn_gl000219, chrUn_gl000220, chrUn_gl000224, chrUn_gl000226
## - in 'y': chrY
## Make sure to always combine/compare objects based on the same reference
## genome (use suppressWarnings() to suppress this warning).
## Warning in .Seqinfo.mergexy(x, y): Each of the 2 combined objects has sequence levels not in the other:
## - in 'x': chr17_gl000205_random, chr19_gl000208_random, chr1_gl000191_random, chr1_gl000192_random, chr7_gl000195_random, chr9_gl000199_random, chrM, chrUn_gl000214, chrUn_gl000219, chrUn_gl000220, chrUn_gl000224, chrUn_gl000226
## - in 'y': chrY
## Make sure to always combine/compare objects based on the same reference
## genome (use suppressWarnings() to suppress this warning).
## Warning in .Seqinfo.mergexy(x, y): Each of the 2 combined objects has sequence levels not in the other:
## - in 'x': chr17_gl000205_random, chr19_gl000208_random, chr1_gl000191_random, chr1_gl000192_random, chr7_gl000195_random, chr9_gl000199_random, chrM, chrUn_gl000214, chrUn_gl000219, chrUn_gl000220, chrUn_gl000224, chrUn_gl000226
## - in 'y': chrY
## Make sure to always combine/compare objects based on the same reference
## genome (use suppressWarnings() to suppress this warning).
## Warning in .Seqinfo.mergexy(x, y): Each of the 2 combined objects has sequence levels not in the other:
## - in 'x': chr17_gl000205_random, chr19_gl000208_random, chr1_gl000191_random, chr1_gl000192_random, chr7_gl000195_random, chr9_gl000199_random, chrM, chrUn_gl000214, chrUn_gl000219, chrUn_gl000220, chrUn_gl000224, chrUn_gl000225, chrUn_gl000226, chrUn_gl000241
## - in 'y': chrY
## Make sure to always combine/compare objects based on the same reference
## genome (use suppressWarnings() to suppress this warning).
## Warning in .Seqinfo.mergexy(x, y): Each of the 2 combined objects has sequence levels not in the other:
## - in 'x': chr17_gl000205_random, chr19_gl000208_random, chr1_gl000191_random, chr1_gl000192_random, chr7_gl000195_random, chr9_gl000199_random, chrM, chrUn_gl000214, chrUn_gl000219, chrUn_gl000220, chrUn_gl000224, chrUn_gl000225, chrUn_gl000226, chrUn_gl000241
## - in 'y': chrY
## Make sure to always combine/compare objects based on the same reference
## genome (use suppressWarnings() to suppress this warning).
## Warning in .Seqinfo.mergexy(x, y): Each of the 2 combined objects has sequence levels not in the other:
## - in 'x': chr17_gl000205_random, chr19_gl000208_random, chr1_gl000191_random, chr1_gl000192_random, chr7_gl000195_random, chr9_gl000199_random, chrM, chrUn_gl000214, chrUn_gl000219, chrUn_gl000220, chrUn_gl000224, chrUn_gl000225, chrUn_gl000226, chrUn_gl000241
## - in 'y': chrY
## Make sure to always combine/compare objects based on the same reference
## genome (use suppressWarnings() to suppress this warning).
## Warning in .Seqinfo.mergexy(x, y): Each of the 2 combined objects has sequence levels not in the other:
## - in 'x': chr17_gl000205_random, chr19_gl000208_random, chr1_gl000191_random, chr1_gl000192_random, chr4_gl000193_random, chr4_gl000194_random, chr7_gl000195_random, chr9_gl000199_random, chrM, chrUn_gl000214, chrUn_gl000219, chrUn_gl000220, chrUn_gl000224, chrUn_gl000225, chrUn_gl000226, chrUn_gl000241
## - in 'y': chrY
## Make sure to always combine/compare objects based on the same reference
## genome (use suppressWarnings() to suppress this warning).
## Warning in .Seqinfo.mergexy(x, y): Each of the 2 combined objects has sequence levels not in the other:
## - in 'x': chr17_gl000205_random, chr19_gl000208_random, chr1_gl000191_random, chr1_gl000192_random, chr4_gl000193_random, chr4_gl000194_random, chr7_gl000195_random, chr9_gl000199_random, chrM, chrUn_gl000214, chrUn_gl000219, chrUn_gl000220, chrUn_gl000224, chrUn_gl000225, chrUn_gl000226, chrUn_gl000241
## - in 'y': chrY
## Make sure to always combine/compare objects based on the same reference
## genome (use suppressWarnings() to suppress this warning).
## Warning in .Seqinfo.mergexy(x, y): Each of the 2 combined objects has sequence levels not in the other:
## - in 'x': chr17_gl000205_random, chr19_gl000208_random, chr1_gl000191_random, chr1_gl000192_random, chr4_gl000193_random, chr4_gl000194_random, chr7_gl000195_random, chr9_gl000199_random, chrM, chrUn_gl000214, chrUn_gl000219, chrUn_gl000220, chrUn_gl000224, chrUn_gl000225, chrUn_gl000226, chrUn_gl000241
## - in 'y': chrY
## Make sure to always combine/compare objects based on the same reference
## genome (use suppressWarnings() to suppress this warning).
## Warning in .Seqinfo.mergexy(x, y): Each of the 2 combined objects has sequence levels not in the other:
## - in 'x': chr17_gl000205_random, chr19_gl000208_random, chr1_gl000191_random, chr1_gl000192_random, chr4_gl000193_random, chr7_gl000195_random, chr9_gl000199_random, chrM, chrUn_gl000219, chrUn_gl000220, chrUn_gl000224, chrUn_gl000241
## - in 'y': chrY
## Make sure to always combine/compare objects based on the same reference
## genome (use suppressWarnings() to suppress this warning).
## Warning in .Seqinfo.mergexy(x, y): Each of the 2 combined objects has sequence levels not in the other:
## - in 'x': chr17_gl000205_random, chr19_gl000208_random, chr1_gl000191_random, chr1_gl000192_random, chr4_gl000193_random, chr7_gl000195_random, chr9_gl000199_random, chrM, chrUn_gl000219, chrUn_gl000220, chrUn_gl000224, chrUn_gl000241
## - in 'y': chrY
## Make sure to always combine/compare objects based on the same reference
## genome (use suppressWarnings() to suppress this warning).
## Warning in .Seqinfo.mergexy(x, y): Each of the 2 combined objects has sequence levels not in the other:
## - in 'x': chr17_gl000205_random, chr19_gl000208_random, chr1_gl000191_random, chr1_gl000192_random, chr4_gl000193_random, chr7_gl000195_random, chr9_gl000199_random, chrM, chrUn_gl000219, chrUn_gl000220, chrUn_gl000224, chrUn_gl000241
## - in 'y': chrY
## Make sure to always combine/compare objects based on the same reference
## genome (use suppressWarnings() to suppress this warning).
## Warning in .Seqinfo.mergexy(x, y): Each of the 2 combined objects has sequence levels not in the other:
## - in 'x': chr17_gl000205_random, chr17_gl000206_random, chr19_gl000208_random, chr1_gl000191_random, chr1_gl000192_random, chr4_gl000193_random, chr4_gl000194_random, chr7_gl000195_random, chr9_gl000199_random, chrM, chrUn_gl000212, chrUn_gl000214, chrUn_gl000219, chrUn_gl000220, chrUn_gl000224, chrUn_gl000226, chrUn_gl000232, chrUn_gl000234, chrUn_gl000241
## - in 'y': chrY
## Make sure to always combine/compare objects based on the same reference
## genome (use suppressWarnings() to suppress this warning).
## Warning in .Seqinfo.mergexy(x, y): Each of the 2 combined objects has sequence levels not in the other:
## - in 'x': chr17_gl000205_random, chr17_gl000206_random, chr19_gl000208_random, chr1_gl000191_random, chr1_gl000192_random, chr4_gl000193_random, chr4_gl000194_random, chr7_gl000195_random, chr9_gl000199_random, chrM, chrUn_gl000212, chrUn_gl000214, chrUn_gl000219, chrUn_gl000220, chrUn_gl000224, chrUn_gl000226, chrUn_gl000232, chrUn_gl000234, chrUn_gl000241
## - in 'y': chrY
## Make sure to always combine/compare objects based on the same reference
## genome (use suppressWarnings() to suppress this warning).
## Warning in .Seqinfo.mergexy(x, y): Each of the 2 combined objects has sequence levels not in the other:
## - in 'x': chr17_gl000205_random, chr17_gl000206_random, chr19_gl000208_random, chr1_gl000191_random, chr1_gl000192_random, chr4_gl000193_random, chr4_gl000194_random, chr7_gl000195_random, chr9_gl000199_random, chrM, chrUn_gl000212, chrUn_gl000214, chrUn_gl000219, chrUn_gl000220, chrUn_gl000224, chrUn_gl000226, chrUn_gl000232, chrUn_gl000234, chrUn_gl000241
## - in 'y': chrY
## Make sure to always combine/compare objects based on the same reference
## genome (use suppressWarnings() to suppress this warning).
## Warning in .Seqinfo.mergexy(x, y): Each of the 2 combined objects has sequence levels not in the other:
## - in 'x': chr17_gl000205_random, chr19_gl000208_random, chr1_gl000191_random, chr1_gl000192_random, chr4_gl000193_random, chr7_gl000195_random, chr9_gl000199_random, chrM, chrUn_gl000211, chrUn_gl000214, chrUn_gl000219, chrUn_gl000220, chrUn_gl000224, chrUn_gl000225, chrUn_gl000226, chrUn_gl000237
## - in 'y': chrY
## Make sure to always combine/compare objects based on the same reference
## genome (use suppressWarnings() to suppress this warning).
## Warning in .Seqinfo.mergexy(x, y): Each of the 2 combined objects has sequence levels not in the other:
## - in 'x': chr17_gl000205_random, chr19_gl000208_random, chr1_gl000191_random, chr1_gl000192_random, chr4_gl000193_random, chr7_gl000195_random, chr9_gl000199_random, chrM, chrUn_gl000211, chrUn_gl000214, chrUn_gl000219, chrUn_gl000220, chrUn_gl000224, chrUn_gl000225, chrUn_gl000226, chrUn_gl000237
## - in 'y': chrY
## Make sure to always combine/compare objects based on the same reference
## genome (use suppressWarnings() to suppress this warning).
## Warning in .Seqinfo.mergexy(x, y): Each of the 2 combined objects has sequence levels not in the other:
## - in 'x': chr17_gl000205_random, chr19_gl000208_random, chr1_gl000191_random, chr1_gl000192_random, chr4_gl000193_random, chr7_gl000195_random, chr9_gl000199_random, chrM, chrUn_gl000211, chrUn_gl000214, chrUn_gl000219, chrUn_gl000220, chrUn_gl000224, chrUn_gl000225, chrUn_gl000226, chrUn_gl000237
## - in 'y': chrY
## Make sure to always combine/compare objects based on the same reference
## genome (use suppressWarnings() to suppress this warning).
## Warning in .Seqinfo.mergexy(x, y): Each of the 2 combined objects has sequence levels not in the other:
## - in 'x': chr11_gl000202_random, chr17_gl000204_random, chr17_gl000205_random, chr19_gl000208_random, chr1_gl000191_random, chr1_gl000192_random, chr4_gl000193_random, chr4_gl000194_random, chr7_gl000195_random, chr9_gl000198_random, chr9_gl000199_random, chrM, chrUn_gl000211, chrUn_gl000214, chrUn_gl000216, chrUn_gl000219, chrUn_gl000220, chrUn_gl000224, chrUn_gl000226
## - in 'y': chrY
## Make sure to always combine/compare objects based on the same reference
## genome (use suppressWarnings() to suppress this warning).
## Warning in .Seqinfo.mergexy(x, y): Each of the 2 combined objects has sequence levels not in the other:
## - in 'x': chr11_gl000202_random, chr17_gl000204_random, chr17_gl000205_random, chr19_gl000208_random, chr1_gl000191_random, chr1_gl000192_random, chr4_gl000193_random, chr4_gl000194_random, chr7_gl000195_random, chr9_gl000198_random, chr9_gl000199_random, chrM, chrUn_gl000211, chrUn_gl000214, chrUn_gl000216, chrUn_gl000219, chrUn_gl000220, chrUn_gl000224, chrUn_gl000226
## - in 'y': chrY
## Make sure to always combine/compare objects based on the same reference
## genome (use suppressWarnings() to suppress this warning).
## Warning in .Seqinfo.mergexy(x, y): Each of the 2 combined objects has sequence levels not in the other:
## - in 'x': chr11_gl000202_random, chr17_gl000204_random, chr17_gl000205_random, chr19_gl000208_random, chr1_gl000191_random, chr1_gl000192_random, chr4_gl000193_random, chr4_gl000194_random, chr7_gl000195_random, chr9_gl000198_random, chr9_gl000199_random, chrM, chrUn_gl000211, chrUn_gl000214, chrUn_gl000216, chrUn_gl000219, chrUn_gl000220, chrUn_gl000224, chrUn_gl000226
## - in 'y': chrY
## Make sure to always combine/compare objects based on the same reference
## genome (use suppressWarnings() to suppress this warning).
summary(CD8.filtered)
## Length Class Mode
## [1,] 49893 GRanges S4
## [2,] 21235 GRanges S4
## [3,] 8795 GRanges S4
## [4,] 37144 GRanges S4
## [5,] 4740 GRanges S4
## [6,] 45573 GRanges S4
## [7,] 17829 GRanges S4
## [8,] 24319 GRanges S4
## [9,] 43650 GRanges S4
## [10,] 16994 GRanges S4
## [11,] 30766 GRanges S4
## [12,] 42540 GRanges S4
## [13,] 41899 GRanges S4
## [14,] 30640 GRanges S4
## [15,] 47335 GRanges S4
## [16,] 51973 GRanges S4
## [17,] 50762 GRanges S4
## [18,] 47344 GRanges S4
## [19,] 23617 GRanges S4
## [20,] 40023 GRanges S4
## [21,] 40491 GRanges S4
## [22,] 51247 GRanges S4
## [23,] 42475 GRanges S4
## [24,] 36669 GRanges S4
## [25,] 38848 GRanges S4
## [26,] 37340 GRanges S4
## [27,] 44437 GRanges S4
## [28,] 42586 GRanges S4
## [29,] 37605 GRanges S4
## [30,] 43580 GRanges S4
## [31,] 48230 GRanges S4
## [32,] 8183 GRanges S4
names(CD8.filtered)<-short.names
names(CD8.filtered)
## [1] "CLL1_0d_CD8" "CLL1_3d_CD8" "CLL1_30d_CD8" "CLL1_120d_CD8"
## [5] "CLL2_0d_CD8" "CLL2_3d_CD8" "CLL2_8d_CD8" "CLL2_30d_CD8"
## [9] "CLL2_120d_CD8" "CLL4_0d_CD8" "CLL4_3d_CD8" "CLL5_0d_CD8"
## [13] "CLL5_1d_CD8" "CLL5_2d_CD8" "CLL5_3d_CD8" "CLL5_8d_CD8"
## [17] "CLL5_30d_CD8" "CLL5_150d_CD8" "CLL5_240d_CD8" "CLL6_0d_CD8"
## [21] "CLL6_30d_CD8" "CLL6_120d_CD8" "CLL6_280d_CD8" "CLL7_0d_CD8"
## [25] "CLL7_1d_CD8" "CLL7_3d_CD8" "CLL7_8d_CD8" "CLL7_30d_CD8"
## [29] "CLL7_150d_CD8" "CLL8_0d_CD8" "CLL8_3d_CD8" "CLL8_30d_CD8"
A continuación pasamos a identificar, en cada muestra, la asociación de los picos detectados a los diferentes genes del genoma humano, así como su rol más probable.
CD8.anno<-list()
txdb <- TxDb.Hsapiens.UCSC.hg19.knownGene
for (i in 1:length(list.filenames)){
CD8.anno[[i]] <- annotatePeak(CD8.filtered[[i]], tssRegion=c(-3000, 3000),
TxDb=txdb, annoDb="org.Hs.eg.db")
plotAnnoPie(CD8.anno[[i]], main = short.names[i]) #Opcional, sólo para comprobar la calidad de picos
}
## >> preparing features information... 2020-06-01 18:02:45
## >> identifying nearest features... 2020-06-01 18:02:45
## >> calculating distance from peak to TSS... 2020-06-01 18:02:47
## >> assigning genomic annotation... 2020-06-01 18:02:47
## >> adding gene annotation... 2020-06-01 19:50:36
## Loading required package: org.Hs.eg.db
##
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:50:36
## >> done... 2020-06-01 19:50:36
## >> preparing features information... 2020-06-01 19:50:37
## >> identifying nearest features... 2020-06-01 19:50:37
## >> calculating distance from peak to TSS... 2020-06-01 19:50:37
## >> assigning genomic annotation... 2020-06-01 19:50:37
## >> adding gene annotation... 2020-06-01 19:50:39
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:50:39
## >> done... 2020-06-01 19:50:39
## >> preparing features information... 2020-06-01 19:50:40
## >> identifying nearest features... 2020-06-01 19:50:40
## >> calculating distance from peak to TSS... 2020-06-01 19:50:40
## >> assigning genomic annotation... 2020-06-01 19:50:40
## >> adding gene annotation... 2020-06-01 19:50:42
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:50:42
## >> done... 2020-06-01 19:50:42
## >> preparing features information... 2020-06-01 19:50:42
## >> identifying nearest features... 2020-06-01 19:50:42
## >> calculating distance from peak to TSS... 2020-06-01 19:50:43
## >> assigning genomic annotation... 2020-06-01 19:50:43
## >> adding gene annotation... 2020-06-01 19:50:47
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:50:47
## >> done... 2020-06-01 19:50:47
## >> preparing features information... 2020-06-01 19:50:47
## >> identifying nearest features... 2020-06-01 19:50:47
## >> calculating distance from peak to TSS... 2020-06-01 19:50:48
## >> assigning genomic annotation... 2020-06-01 19:50:48
## >> adding gene annotation... 2020-06-01 19:50:50
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:50:50
## >> done... 2020-06-01 19:50:50
## >> preparing features information... 2020-06-01 19:50:50
## >> identifying nearest features... 2020-06-01 19:50:50
## >> calculating distance from peak to TSS... 2020-06-01 19:50:51
## >> assigning genomic annotation... 2020-06-01 19:50:51
## >> adding gene annotation... 2020-06-01 19:50:54
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:50:54
## >> done... 2020-06-01 19:50:54
## >> preparing features information... 2020-06-01 19:50:55
## >> identifying nearest features... 2020-06-01 19:50:55
## >> calculating distance from peak to TSS... 2020-06-01 19:50:55
## >> assigning genomic annotation... 2020-06-01 19:50:55
## >> adding gene annotation... 2020-06-01 19:50:57
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:50:57
## >> done... 2020-06-01 19:50:57
## >> preparing features information... 2020-06-01 19:50:57
## >> identifying nearest features... 2020-06-01 19:50:57
## >> calculating distance from peak to TSS... 2020-06-01 19:50:58
## >> assigning genomic annotation... 2020-06-01 19:50:58
## >> adding gene annotation... 2020-06-01 19:51:00
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:51:00
## >> done... 2020-06-01 19:51:00
## >> preparing features information... 2020-06-01 19:51:00
## >> identifying nearest features... 2020-06-01 19:51:00
## >> calculating distance from peak to TSS... 2020-06-01 19:51:01
## >> assigning genomic annotation... 2020-06-01 19:51:01
## >> adding gene annotation... 2020-06-01 19:51:03
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:51:03
## >> done... 2020-06-01 19:51:04
## >> preparing features information... 2020-06-01 19:51:04
## >> identifying nearest features... 2020-06-01 19:51:04
## >> calculating distance from peak to TSS... 2020-06-01 19:51:04
## >> assigning genomic annotation... 2020-06-01 19:51:04
## >> adding gene annotation... 2020-06-01 19:51:07
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:51:07
## >> done... 2020-06-01 19:51:07
## >> preparing features information... 2020-06-01 19:51:07
## >> identifying nearest features... 2020-06-01 19:51:07
## >> calculating distance from peak to TSS... 2020-06-01 19:51:08
## >> assigning genomic annotation... 2020-06-01 19:51:08
## >> adding gene annotation... 2020-06-01 19:51:10
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:51:10
## >> done... 2020-06-01 19:51:10
## >> preparing features information... 2020-06-01 19:51:10
## >> identifying nearest features... 2020-06-01 19:51:10
## >> calculating distance from peak to TSS... 2020-06-01 19:51:11
## >> assigning genomic annotation... 2020-06-01 19:51:11
## >> adding gene annotation... 2020-06-01 19:51:13
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:51:13
## >> done... 2020-06-01 19:51:13
## >> preparing features information... 2020-06-01 19:51:13
## >> identifying nearest features... 2020-06-01 19:51:13
## >> calculating distance from peak to TSS... 2020-06-01 19:51:14
## >> assigning genomic annotation... 2020-06-01 19:51:14
## >> adding gene annotation... 2020-06-01 19:51:17
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:51:17
## >> done... 2020-06-01 19:51:17
## >> preparing features information... 2020-06-01 19:51:18
## >> identifying nearest features... 2020-06-01 19:51:18
## >> calculating distance from peak to TSS... 2020-06-01 19:51:18
## >> assigning genomic annotation... 2020-06-01 19:51:18
## >> adding gene annotation... 2020-06-01 19:51:20
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:51:20
## >> done... 2020-06-01 19:51:20
## >> preparing features information... 2020-06-01 19:51:20
## >> identifying nearest features... 2020-06-01 19:51:20
## >> calculating distance from peak to TSS... 2020-06-01 19:51:21
## >> assigning genomic annotation... 2020-06-01 19:51:21
## >> adding gene annotation... 2020-06-01 19:51:23
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:51:24
## >> done... 2020-06-01 19:51:24
## >> preparing features information... 2020-06-01 19:51:24
## >> identifying nearest features... 2020-06-01 19:51:24
## >> calculating distance from peak to TSS... 2020-06-01 19:51:25
## >> assigning genomic annotation... 2020-06-01 19:51:25
## >> adding gene annotation... 2020-06-01 19:51:27
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:51:27
## >> done... 2020-06-01 19:51:27
## >> preparing features information... 2020-06-01 19:51:27
## >> identifying nearest features... 2020-06-01 19:51:27
## >> calculating distance from peak to TSS... 2020-06-01 19:51:29
## >> assigning genomic annotation... 2020-06-01 19:51:29
## >> adding gene annotation... 2020-06-01 19:51:31
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:51:31
## >> done... 2020-06-01 19:51:31
## >> preparing features information... 2020-06-01 19:51:31
## >> identifying nearest features... 2020-06-01 19:51:31
## >> calculating distance from peak to TSS... 2020-06-01 19:51:32
## >> assigning genomic annotation... 2020-06-01 19:51:32
## >> adding gene annotation... 2020-06-01 19:51:34
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:51:35
## >> done... 2020-06-01 19:51:35
## >> preparing features information... 2020-06-01 19:51:35
## >> identifying nearest features... 2020-06-01 19:51:35
## >> calculating distance from peak to TSS... 2020-06-01 19:51:35
## >> assigning genomic annotation... 2020-06-01 19:51:35
## >> adding gene annotation... 2020-06-01 19:51:38
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:51:38
## >> done... 2020-06-01 19:51:38
## >> preparing features information... 2020-06-01 19:51:38
## >> identifying nearest features... 2020-06-01 19:51:38
## >> calculating distance from peak to TSS... 2020-06-01 19:51:39
## >> assigning genomic annotation... 2020-06-01 19:51:39
## >> adding gene annotation... 2020-06-01 19:51:41
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:51:41
## >> done... 2020-06-01 19:51:41
## >> preparing features information... 2020-06-01 19:51:41
## >> identifying nearest features... 2020-06-01 19:51:41
## >> calculating distance from peak to TSS... 2020-06-01 19:51:44
## >> assigning genomic annotation... 2020-06-01 19:51:44
## >> adding gene annotation... 2020-06-01 19:51:45
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:51:46
## >> done... 2020-06-01 19:51:46
## >> preparing features information... 2020-06-01 19:51:46
## >> identifying nearest features... 2020-06-01 19:51:46
## >> calculating distance from peak to TSS... 2020-06-01 19:51:47
## >> assigning genomic annotation... 2020-06-01 19:51:47
## >> adding gene annotation... 2020-06-01 19:51:49
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:51:49
## >> done... 2020-06-01 19:51:49
## >> preparing features information... 2020-06-01 19:51:49
## >> identifying nearest features... 2020-06-01 19:51:49
## >> calculating distance from peak to TSS... 2020-06-01 19:51:50
## >> assigning genomic annotation... 2020-06-01 19:51:50
## >> adding gene annotation... 2020-06-01 19:51:52
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:51:53
## >> done... 2020-06-01 19:51:53
## >> preparing features information... 2020-06-01 19:51:53
## >> identifying nearest features... 2020-06-01 19:51:53
## >> calculating distance from peak to TSS... 2020-06-01 19:51:54
## >> assigning genomic annotation... 2020-06-01 19:51:54
## >> adding gene annotation... 2020-06-01 19:51:56
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:51:56
## >> done... 2020-06-01 19:51:56
## >> preparing features information... 2020-06-01 19:51:56
## >> identifying nearest features... 2020-06-01 19:51:56
## >> calculating distance from peak to TSS... 2020-06-01 19:51:57
## >> assigning genomic annotation... 2020-06-01 19:51:57
## >> adding gene annotation... 2020-06-01 19:51:59
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:51:59
## >> done... 2020-06-01 19:51:59
## >> preparing features information... 2020-06-01 19:51:59
## >> identifying nearest features... 2020-06-01 19:51:59
## >> calculating distance from peak to TSS... 2020-06-01 19:52:00
## >> assigning genomic annotation... 2020-06-01 19:52:00
## >> adding gene annotation... 2020-06-01 19:52:03
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:52:03
## >> done... 2020-06-01 19:52:03
## >> preparing features information... 2020-06-01 19:52:03
## >> identifying nearest features... 2020-06-01 19:52:03
## >> calculating distance from peak to TSS... 2020-06-01 19:52:04
## >> assigning genomic annotation... 2020-06-01 19:52:04
## >> adding gene annotation... 2020-06-01 19:52:06
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:52:06
## >> done... 2020-06-01 19:52:06
## >> preparing features information... 2020-06-01 19:52:07
## >> identifying nearest features... 2020-06-01 19:52:07
## >> calculating distance from peak to TSS... 2020-06-01 19:52:07
## >> assigning genomic annotation... 2020-06-01 19:52:07
## >> adding gene annotation... 2020-06-01 19:52:09
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:52:10
## >> done... 2020-06-01 19:52:10
## >> preparing features information... 2020-06-01 19:52:10
## >> identifying nearest features... 2020-06-01 19:52:10
## >> calculating distance from peak to TSS... 2020-06-01 19:52:11
## >> assigning genomic annotation... 2020-06-01 19:52:11
## >> adding gene annotation... 2020-06-01 19:52:13
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:52:13
## >> done... 2020-06-01 19:52:13
## >> preparing features information... 2020-06-01 19:52:13
## >> identifying nearest features... 2020-06-01 19:52:13
## >> calculating distance from peak to TSS... 2020-06-01 19:52:14
## >> assigning genomic annotation... 2020-06-01 19:52:14
## >> adding gene annotation... 2020-06-01 19:52:16
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:52:17
## >> done... 2020-06-01 19:52:17
## >> preparing features information... 2020-06-01 19:52:17
## >> identifying nearest features... 2020-06-01 19:52:17
## >> calculating distance from peak to TSS... 2020-06-01 19:52:18
## >> assigning genomic annotation... 2020-06-01 19:52:18
## >> adding gene annotation... 2020-06-01 19:52:20
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:52:20
## >> done... 2020-06-01 19:52:20
## >> preparing features information... 2020-06-01 19:52:20
## >> identifying nearest features... 2020-06-01 19:52:20
## >> calculating distance from peak to TSS... 2020-06-01 19:52:21
## >> assigning genomic annotation... 2020-06-01 19:52:21
## >> adding gene annotation... 2020-06-01 19:52:23
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:52:23
## >> done... 2020-06-01 19:52:23
names(CD8.anno)<-list.filenames
CD8.anno$`GSM3020245_ATAC-seq_CLL1_0d_CD8.peaks.narrowPeak.gz`
## Annotated peaks generated by ChIPseeker
## 49893/49893 peaks were annotated
## Genomic Annotation Summary:
## Feature Frequency
## 9 Promoter (<=1kb) 29.3688493
## 10 Promoter (1-2kb) 4.3473032
## 11 Promoter (2-3kb) 2.7278376
## 4 5' UTR 0.4128836
## 3 3' UTR 1.4571182
## 1 1st Exon 0.3928407
## 7 Other Exon 2.1465937
## 2 1st Intron 10.0094202
## 8 Other Intron 21.4198385
## 6 Downstream (<=300) 1.0662818
## 5 Distal Intergenic 26.6510332
#With this information we can then subset our peaks/nuc free regions to those only landing in TSS regions (+/- 500)
CD8.anno.TSS<-list()
for (i in 1:length(list.filenames)){
MacsGranges_Anno <- as.GRanges(CD8.anno[[i]])
CD8.anno.TSS[[i]] <- MacsGranges_Anno[abs(MacsGranges_Anno$distanceToTSS) <
1000]
}
summary(CD8.anno[[1]]@anno)
## [1] "GRanges object with 49893 ranges and 18 metadata columns"
summary(CD8.anno.TSS[[1]])
## [1] "GRanges object with 14650 ranges and 18 metadata columns"
names(CD8.anno.TSS)<-short.names
Observamos que el piechart de las muestras CLL1_30d_CLL y CLL8_30d_CLL son distintas al resto, lo que nos hace sospechar que los datos de las muestras pueden ser erróneos.
#Estudio diferencial del efecto del ibrutinib.
Analizamos cuál es el grado de solapamiento de los picos entre muestras, y realizamos una primera observación del agrupamiento de picos en muestras del mismo tipo.
GRangesList(CD8.anno.TSS)
## GRangesList object of length 32:
## $CLL1_0d_CD8
## GRanges object with 14650 ranges and 18 metadata columns:
## seqnames ranges strand | name
## <Rle> <IRanges> <Rle> | <character>
## [1] chr1 894618-894764 * | ATAC-seq_FE_0d_CD8_peak_5
## [2] chr1 948355-949030 * | ATAC-seq_FE_0d_CD8_peak_6
## [3] chr1 955086-955232 * | ATAC-seq_FE_0d_CD8_peak_7
## [4] chr1 1051386-1051828 * | ATAC-seq_FE_0d_CD8_peak_11
## [5] chr1 1167282-1167606 * | ATAC-seq_FE_0d_CD8_peak_14
## ... ... ... ... . ...
## [14646] chr9 140445958-140446104 * | ATAC-seq_FE_0d_CD8_peak_50511
## [14647] chr9 140473308-140473674 * | ATAC-seq_FE_0d_CD8_peak_50512
## [14648] chr9 140484923-140485144 * | ATAC-seq_FE_0d_CD8_peak_50513
## [14649] chr9 140499515-140500184 * | ATAC-seq_FE_0d_CD8_peak_50514
## [14650] chr9 140513053-140513298 * | ATAC-seq_FE_0d_CD8_peak_50515
## score signalValue pValue qValue peak annotation
## <numeric> <numeric> <numeric> <numeric> <integer> <character>
## [1] 36 4.56444 6.04979 3.66083 32 Promoter (<=1kb)
## [2] 281 11.00731 31.57639 28.17926 450 Promoter (<=1kb)
## [3] 56 5.57876 8.12360 5.60904 40 Promoter (<=1kb)
## [4] 476 17.82272 51.62801 47.66959 289 Promoter (<=1kb)
## [5] 262 13.79990 29.56773 26.23165 143 Promoter (<=1kb)
## ... ... ... ... ... ... ...
## [14646] 36 4.56444 6.04979 3.66083 21 Promoter (<=1kb)
## [14647] 56 5.57876 8.12360 5.60904 307 Promoter (<=1kb)
## [14648] 77 6.59308 10.34694 7.71742 99 Promoter (<=1kb)
## [14649] 287 11.98419 32.19537 28.78043 233 Promoter (<=1kb)
## [14650] 94 6.54712 12.15277 9.44037 58 Promoter (<=1kb)
## geneChr geneStart geneEnd geneLength geneStrand geneId
## <integer> <integer> <integer> <integer> <integer> <character>
## [1] 1 879583 894679 15097 2 26155
## [2] 1 948847 949919 1073 1 9636
## [3] 1 955503 991499 35997 1 375790
## [4] 1 1017198 1051736 34539 2 54991
## [5] 1 1152288 1167447 15160 2 51150
## ... ... ... ... ... ... ...
## [14646] 9 140446309 140447007 699 1 64975
## [14647] 9 140449361 140473387 24027 2 92715
## [14648] 9 140476531 140484937 8407 2 116225
## [14649] 9 140500096 140509812 9717 1 92714
## [14650] 9 140509784 140513308 3525 2 85026
## transcriptId distanceToTSS ENSEMBL SYMBOL
## <character> <numeric> <character> <character>
## [1] uc001abz.4 0 ENSG00000188976 NOC2L
## [2] uc001acj.4 0 ENSG00000187608 ISG15
## [3] uc001ack.2 -271 ENSG00000188157 AGRN
## [4] uc001acr.2 0 ENSG00000131591 C1orf159
## [5] uc001adh.4 0 ENSG00000078808 SDF4
## ... ... ... ... ...
## [14646] uc004cnh.4 -205 ENSG00000182154 MRPL41
## [14647] uc004cnk.1 0 ENSG00000148399 DPH7
## [14648] uc004cno.1 0 ENSG00000165724 ZMYND19
## [14649] uc004cns.3 0 ENSG00000197070 ARRDC1
## [14650] uc004cnz.3 10 ENSG00000203993 ARRDC1-AS1
## GENENAME
## <character>
## [1] NOC2 like nucleolar associated transcriptional repressor
## [2] ISG15 ubiquitin like modifier
## [3] agrin
## [4] chromosome 1 open reading frame 159
## [5] stromal cell derived factor 4
## ... ...
## [14646] mitochondrial ribosomal protein L41
## [14647] diphthamide biosynthesis 7
## [14648] zinc finger MYND-type containing 19
## [14649] arrestin domain containing 1
## [14650] ARRDC1 antisense RNA 1
## -------
## seqinfo: 57 sequences (1 circular) from hg19 genome
##
## ...
## <31 more elements>
consensusToCount <- soGGi:::runConsensusRegions(GRangesList(CD8.anno.TSS), "none")
as.data.frame(elementMetadata(consensusToCount)) %>% dplyr::select(contains("_0d_")) %>% venn(main = "Overlap for untreated")
as.data.frame(elementMetadata(consensusToCount)) %>% dplyr::select(contains("3d_")) %>% venn(main = "Overlap for 3 days samples")
as.data.frame(elementMetadata(consensusToCount)) %>% dplyr::select(contains("30d_")) %>% venn(main = "Overlap for 30 days samples")
as.data.frame(elementMetadata(consensusToCount)) %>% dplyr::select(contains(c("120d_", "150d")) ) %>% venn(main = "Overlap for 120 and 150 days samples")
as.data.frame(elementMetadata(consensusToCount)) %>% dplyr::select(contains("_0d_")) %>% upset()
as.data.frame(elementMetadata(consensusToCount)) %>% dplyr::select(contains("3d_")) %>% upset()
as.data.frame(elementMetadata(consensusToCount)) %>% dplyr::select(contains("30d_")) %>% upset()
as.data.frame(elementMetadata(consensusToCount)) %>% dplyr::select(contains(c("120d_", "150d")) ) %>% upset()
Observamos que, en el caso de células CD8, las muestras parecen solapar de manera coherente. En todos los casos existe un alto número de picos comunes a todas las muestras con respecto a los picos divergentes. En los casos en que existe un gran número de picos comunes a todas las muestras menos a una, es ésta la que tiene menor tamaño y el número de picos comunes faltantes se relaciona con el bajo número de picos totales de la muestra. Por ello, decidimos no eliminar, a priori, ninguna muestra del análisis.
short.names
## [1] "CLL1_0d_CD8" "CLL1_3d_CD8" "CLL1_30d_CD8" "CLL1_120d_CD8"
## [5] "CLL2_0d_CD8" "CLL2_3d_CD8" "CLL2_8d_CD8" "CLL2_30d_CD8"
## [9] "CLL2_120d_CD8" "CLL4_0d_CD8" "CLL4_3d_CD8" "CLL5_0d_CD8"
## [13] "CLL5_1d_CD8" "CLL5_2d_CD8" "CLL5_3d_CD8" "CLL5_8d_CD8"
## [17] "CLL5_30d_CD8" "CLL5_150d_CD8" "CLL5_240d_CD8" "CLL6_0d_CD8"
## [21] "CLL6_30d_CD8" "CLL6_120d_CD8" "CLL6_280d_CD8" "CLL7_0d_CD8"
## [25] "CLL7_1d_CD8" "CLL7_3d_CD8" "CLL7_8d_CD8" "CLL7_30d_CD8"
## [29] "CLL7_150d_CD8" "CLL8_0d_CD8" "CLL8_3d_CD8" "CLL8_30d_CD8"
patientID<-sapply(strsplit(short.names, "CLL"), "[", 2)
patientID<-sapply(strsplit(patientID, "_"), "[", 1)
patientID
## [1] "1" "1" "1" "1" "2" "2" "2" "2" "2" "4" "4" "5" "5" "5" "5" "5" "5" "5" "5"
## [20] "6" "6" "6" "6" "7" "7" "7" "7" "7" "7" "8" "8" "8"
TreatmentDay<-sapply(strsplit(short.names, "_"), "[", 2)
TreatmentDay
## [1] "0d" "3d" "30d" "120d" "0d" "3d" "8d" "30d" "120d" "0d"
## [11] "3d" "0d" "1d" "2d" "3d" "8d" "30d" "150d" "240d" "0d"
## [21] "30d" "120d" "280d" "0d" "1d" "3d" "8d" "30d" "150d" "0d"
## [31] "3d" "30d"
TreatmentDay<-sapply(strsplit(TreatmentDay, "d"), "[", 1)
TreatmentDay<-as.numeric(TreatmentDay)
Treatmentdaygrouped <- TreatmentDay
for (i in 1:length(TreatmentDay)){
if( TreatmentDay[i] > 0 & TreatmentDay[i] < 4){
Treatmentdaygrouped[i] <- 3
}
else if( TreatmentDay[i] > 4 & TreatmentDay[i] < 9){
Treatmentdaygrouped[i] <- 8
}
else if( TreatmentDay[i] > 30){
Treatmentdaygrouped[i] <- 120
}
}
length(Treatmentdaygrouped)
## [1] 32
Realizamos una reducción de la dimensionalidad por PCA
PCA_Plot <- as.data.frame(elementMetadata(consensusToCount)) %>% dplyr::select(-consensusIDs) %>% as.matrix %>% t %>% prcomp %>% .$x %>% data.frame %>% mutate(Samples = rownames(.)) %>% mutate(Group = gsub("_\\d", "", Samples)) %>% ggplot(aes(x = PC1, y = PC2, shape=patientID,colour = TreatmentDay)) + geom_point(size = 5)+ scale_shape_manual(values=c(18:25))
PCA_Plot
A pesar de lo agrupado de un gran número de muestras, no detectamos claramente ningún outlier en el resto, por lo que mantenemos todas las muestras en nuestro análisis.
``{r Identifying a set of non-redundant peaks. 2}
consensusToCount <- soGGi:::runConsensusRegions(GRangesList(CD8.anno.TSS), “none”) head(consensusToCount)
day0<-subset.Vector(CD8.anno.TSS, Treatmentdaygrouped == 0) day3<-subset.Vector(CD8.anno.TSS, Treatmentdaygrouped == 3) day8<-subset.Vector(CD8.anno.TSS, Treatmentdaygrouped == 8) day30<-subset.Vector(CD8.anno.TSS, Treatmentdaygrouped == 30) day120<-subset.Vector(CD8.anno.TSS, Treatmentdaygrouped == 120)
consensusday0 <- soGGi:::runConsensusRegions(GRangesList(day0), “none”) consensusday3 <- soGGi:::runConsensusRegions(GRangesList(day3), “none”) consensusday8 <- soGGi:::runConsensusRegions(GRangesList(day8), “none”) consensusday30 <- soGGi:::runConsensusRegions(GRangesList(day30), “none”) consensusday120 <- soGGi:::runConsensusRegions(GRangesList(day120), “none”)
``
A continuación probamos a ver cómo se distribuyen las muestras sin incluir la PC1 (el tratamiento de batch effect que realizaron los autores)
PCA_Plot <- as.data.frame(elementMetadata(consensusToCount)) %>% dplyr::select(-consensusIDs) %>% as.matrix %>% t %>% prcomp %>% .$x %>% data.frame %>% mutate(Samples = rownames(.)) %>% mutate(Group = gsub("_\\d", "", Samples)) %>% ggplot(aes(x = PC2, y = PC3, shape=patientID,colour = TreatmentDay)) + geom_point(size = 5)+ scale_shape_manual(values=c(18:25))
PCA_Plot
library(tidyr)
PCA_plot_grouped <- as.data.frame(elementMetadata(consensusToCount)) %>% dplyr::select(-consensusIDs) %>%
as.matrix %>% t %>% prcomp %>% .$x %>% data.frame %>% mutate(Samples = rownames(.)) %>%
mutate(Group = gsub("_\\d", "", Samples)) %>% ggplot(aes(x = PC1, y = PC2,
colour = as.character(Treatmentdaygrouped))) + geom_point(size = 3)
PCA_plot_grouped
PCA2vs3_plot_grouped <- as.data.frame(elementMetadata(consensusToCount)) %>% dplyr::select(-consensusIDs) %>%
as.matrix %>% t %>% prcomp %>% .$x %>% data.frame %>% mutate(Samples = rownames(.)) %>%
mutate(Group = gsub("_\\d", "", Samples)) %>% ggplot(aes(x = PC2, y = PC3,
colour = as.character(Treatmentdaygrouped))) + geom_point(size = 3)
PCA2vs3_plot_grouped
PCA2vs3_plot_grouped <- as.data.frame(elementMetadata(consensusToCount)) %>% dplyr::select(-consensusIDs) %>%
as.matrix %>% t %>% prcomp %>% .$x %>% data.frame %>% mutate(Samples = rownames(.)) %>%
mutate(Group = gsub("_\\d", "", Samples)) %>% ggplot(aes(x = PC2, y = PC3,
colour = patientID)) + geom_point(size = 3)
PCA2vs3_plot_grouped
First we will filter our peaks in a manner similar to Diffbind, where we keep only peaks which are present in at least two replicates (debería ser en todos?)
occurrences <- elementMetadata(consensusToCount) %>% as.data.frame %>% dplyr::select(-consensusIDs) %>% rowSums
table(occurrences) %>% rev %>% cumsum
## 32 31 30 29 28 27 26 25 24 23 22 21 20
## 1755 3046 4428 5766 6989 8000 8843 9495 10157 10621 10927 11154 11332
## 19 18 17 16 15 14 13 12 11 10 9 8 7
## 11497 11662 11802 11933 12061 12195 12324 12464 12595 12748 12907 13079 13270
## 6 5 4 3 2 1
## 13438 13678 13980 14399 15081 17553
consensusToCount <- consensusToCount[occurrences >= 5, ] ### Podemos elegir otro número, El número de pacientes? etc
head(consensusToCount)
## GRanges object with 6 ranges and 33 metadata columns:
## seqnames ranges strand | CLL1_0d_CD8 CLL1_3d_CD8 CLL1_30d_CD8
## <Rle> <IRanges> <Rle> | <numeric> <numeric> <numeric>
## [1] chr1 762186-763239 * | 0 1 1
## [2] chr1 875592-876186 * | 0 0 0
## [3] chr1 894436-895579 * | 1 1 0
## [4] chr1 895780-896547 * | 0 0 0
## [5] chr1 901630-902639 * | 0 0 0
## [6] chr1 911398-912049 * | 0 0 0
## CLL1_120d_CD8 CLL2_0d_CD8 CLL2_3d_CD8 CLL2_8d_CD8 CLL2_30d_CD8
## <numeric> <numeric> <numeric> <numeric> <numeric>
## [1] 0 0 1 0 0
## [2] 0 0 1 0 0
## [3] 1 0 1 0 0
## [4] 0 0 1 0 0
## [5] 0 0 1 0 0
## [6] 0 0 1 0 0
## CLL2_120d_CD8 CLL4_0d_CD8 CLL4_3d_CD8 CLL5_0d_CD8 CLL5_1d_CD8 CLL5_2d_CD8
## <numeric> <numeric> <numeric> <numeric> <numeric> <numeric>
## [1] 1 0 1 1 1 1
## [2] 1 0 0 1 0 0
## [3] 1 0 1 1 1 1
## [4] 1 0 0 1 1 1
## [5] 1 0 1 1 1 1
## [6] 1 0 1 1 1 1
## CLL5_3d_CD8 CLL5_8d_CD8 CLL5_30d_CD8 CLL5_150d_CD8 CLL5_240d_CD8
## <numeric> <numeric> <numeric> <numeric> <numeric>
## [1] 1 1 1 1 1
## [2] 1 1 0 1 0
## [3] 1 1 1 1 1
## [4] 1 1 1 1 1
## [5] 1 1 1 1 1
## [6] 1 1 1 1 1
## CLL6_0d_CD8 CLL6_30d_CD8 CLL6_120d_CD8 CLL6_280d_CD8 CLL7_0d_CD8
## <numeric> <numeric> <numeric> <numeric> <numeric>
## [1] 1 1 1 1 1
## [2] 0 0 0 0 0
## [3] 1 1 1 1 1
## [4] 1 1 1 1 1
## [5] 1 1 1 1 1
## [6] 1 1 1 1 1
## CLL7_1d_CD8 CLL7_3d_CD8 CLL7_8d_CD8 CLL7_30d_CD8 CLL7_150d_CD8
## <numeric> <numeric> <numeric> <numeric> <numeric>
## [1] 1 1 1 1 1
## [2] 0 1 1 1 1
## [3] 1 1 1 1 1
## [4] 1 1 1 1 1
## [5] 1 1 1 1 1
## [6] 1 1 1 1 1
## CLL8_0d_CD8 CLL8_3d_CD8 CLL8_30d_CD8 consensusIDs
## <numeric> <numeric> <numeric> <character>
## [1] 1 1 0 consensus_1
## [2] 1 0 0 consensus_3
## [3] 1 1 1 consensus_4
## [4] 1 1 0 consensus_5
## [5] 1 1 0 consensus_7
## [6] 1 1 0 consensus_8
## -------
## seqinfo: 57 sequences (1 circular) from hg19 genome
# Aquí entiendo que el tutorial designa los 13606 picos comunes
#Conservamos sólo picos abiertos en más de la mitad de las muestras consensusday0 # 7 muestras consensusday120 # 7 muestras consensusday3# 10 muestras consensusday30 # 5 muestras consensusday8 # 3 muestras
consensus.anno <- annotatePeak(consensusToCount, tssRegion=c(-1000, 1000), TxDb=txdb, annoDb="org.Hs.eg.db")
## >> preparing features information... 2020-06-01 19:52:44
## >> identifying nearest features... 2020-06-01 19:52:44
## >> calculating distance from peak to TSS... 2020-06-01 19:52:44
## >> assigning genomic annotation... 2020-06-01 19:52:44
## >> adding gene annotation... 2020-06-01 19:52:46
## 'select()' returned 1:many mapping between keys and columns
## >> assigning chromosome lengths 2020-06-01 19:52:46
## >> done... 2020-06-01 19:52:46
consensus.anno.TSS<-as.GRanges(consensus.anno)
Para ello seleccionamos los datos agrupados.
consecount<-as.data.frame(consensus.anno.TSS)
consensus.score.0<-integer(length(consensus.anno.TSS))
for (i in 1:length(Treatmentdaygrouped)){
if (Treatmentdaygrouped[i] == 0){
consensus.score.0 <-consensus.score.0 + consecount[, i+5]
}
}
consensus.score.0<-consensus.score.0/max(consensus.score.0)
consensus.score.3<-as.vector(integer(length(consensus.anno.TSS)))
for (i in 1:length(Treatmentdaygrouped)){
if (Treatmentdaygrouped[i] == 3){
consensus.score.3 <-consensus.score.3 + consecount[, i+5]
}
}
consensus.score.3<-consensus.score.3/max(consensus.score.3)
consensus.score.8<-as.vector(integer(length(consensus.anno.TSS)))
for (i in 1:length(Treatmentdaygrouped)){
if (Treatmentdaygrouped[i] == 8){
consensus.score.8 <-consensus.score.8 + consecount[, i+5]
}
}
consensus.score.8<-consensus.score.8/max(consensus.score.8)
consensus.score.30<-as.vector(integer(length(consensus.anno.TSS)))
for (i in 1:length(Treatmentdaygrouped)){
if (Treatmentdaygrouped[i] == 30){
consensus.score.30 <-consensus.score.30 + consecount[, i+5]
}
}
consensus.score.30<-consensus.score.30/max(consensus.score.30)
consensus.score.120<-as.vector(integer(length(consensus.anno.TSS)))
for (i in 1:length(Treatmentdaygrouped)){
if (Treatmentdaygrouped[i] == 120){
consensus.score.120 <-consensus.score.120 + consecount[, i+5]
}
}
consensus.score.120<-consensus.score.120/max(consensus.score.120)
the.scores<-as.data.frame(cbind(consensus.score.0, consensus.score.3,consensus.score.8, consensus.score.30, consensus.score.120))
names(the.scores)<-c(0, 3, 8, 30, 120)
all.scores<-the.scores
consecount.scores<-cbind(consecount, all.scores)
openday0<-subset(consecount.scores, consecount.scores$"0">=0.7)
open0closed3<-subset(openday0, openday0$"3"<=0.3)
knitr::kable(open0closed3[, 49:55])
| SYMBOL | GENENAME | 0 | 3 | 8 | 30 | 120 | |
|---|---|---|---|---|---|---|---|
| 7972 | INSIG2 | insulin induced gene 2 | 0.7142857 | 0.2222222 | 0.3333333 | 0.5000000 | 0.4285714 |
| 10311 | LINC01094 | long intergenic non-protein coding RNA 1094 | 0.8571429 | 0.2222222 | 0.3333333 | 0.5000000 | 0.5714286 |
| 10820 | FER | FER tyrosine kinase | 0.7142857 | 0.2222222 | 0.6666667 | 0.5000000 | 0.4285714 |
| 11004 | PPP2R2B-IT1 | PPP2R2B intronic transcript 1 | 0.7142857 | 0.2222222 | 0.3333333 | 0.1666667 | 0.2857143 |
| 11169 | MAPK9 | mitogen-activated protein kinase 9 | 0.7142857 | 0.1111111 | 0.0000000 | 0.1666667 | 0.2857143 |
open0closed8<-subset(openday0, openday0$"8"<=0.3)
knitr::kable(open0closed8[, 49:55])
| SYMBOL | GENENAME | 0 | 3 | 8 | 30 | 120 | |
|---|---|---|---|---|---|---|---|
| 2844 | CCND2 | cyclin D2 | 0.7142857 | 0.8888889 | 0 | 0.3333333 | 0.7142857 |
| 4516 | PKM | pyruvate kinase M1/2 | 0.8571429 | 0.5555556 | 0 | 0.3333333 | 0.7142857 |
| 7068 | DLL3 | delta like canonical Notch ligand 3 | 0.8571429 | 0.4444444 | 0 | 0.0000000 | 0.4285714 |
| 11169 | MAPK9 | mitogen-activated protein kinase 9 | 0.7142857 | 0.1111111 | 0 | 0.1666667 | 0.2857143 |
open0closed30<-subset(openday0, openday0$"30"<=0.3)
knitr::kable(open0closed30[, 49:55])
| SYMBOL | GENENAME | 0 | 3 | 8 | 30 | 120 | |
|---|---|---|---|---|---|---|---|
| 1582 | NRP1 | neuropilin 1 | 0.7142857 | 0.3333333 | 0.3333333 | 0.1666667 | 0.4285714 |
| 1622 | TMEM273 | transmembrane protein 273 | 0.7142857 | 0.7777778 | 0.3333333 | 0.1666667 | 0.5714286 |
| 2925 | PRR4 | proline rich 4 | 0.8571429 | 0.5555556 | 0.3333333 | 0.0000000 | 0.2857143 |
| 3208 | BAZ2A | bromodomain adjacent to zinc finger domain 2A | 0.7142857 | 0.7777778 | 0.6666667 | 0.0000000 | 0.7142857 |
| 7068 | DLL3 | delta like canonical Notch ligand 3 | 0.8571429 | 0.4444444 | 0.0000000 | 0.0000000 | 0.4285714 |
| 9840 | ATP2C1 | ATPase secretory pathway Ca2+ transporting 1 | 0.8571429 | 0.6666667 | 1.0000000 | 0.1666667 | 0.5714286 |
| 11004 | PPP2R2B-IT1 | PPP2R2B intronic transcript 1 | 0.7142857 | 0.2222222 | 0.3333333 | 0.1666667 | 0.2857143 |
| 11169 | MAPK9 | mitogen-activated protein kinase 9 | 0.7142857 | 0.1111111 | 0.0000000 | 0.1666667 | 0.2857143 |
| 11514 | STK38 | serine/threonine kinase 38 | 0.7142857 | 0.6666667 | 0.3333333 | 0.0000000 | 0.2857143 |
| 12957 | RIMS2 | regulating synaptic membrane exocytosis 2 | 0.7142857 | 0.5555556 | 0.3333333 | 0.1666667 | 0.4285714 |
open0closed120<-subset(openday0, openday0$"120"<=0.3)
knitr::kable(open0closed120[, 49:55])
| SYMBOL | GENENAME | 0 | 3 | 8 | 30 | 120 | |
|---|---|---|---|---|---|---|---|
| 779 | DENND2D | DENN domain containing 2D | 0.7142857 | 0.6666667 | 0.3333333 | 0.3333333 | 0.2857143 |
| 2925 | PRR4 | proline rich 4 | 0.8571429 | 0.5555556 | 0.3333333 | 0.0000000 | 0.2857143 |
| 5037 | FUS | FUS RNA binding protein | 0.7142857 | 0.4444444 | 0.6666667 | 0.5000000 | 0.2857143 |
| 5042 | ITGAM | integrin subunit alpha M | 0.7142857 | 0.4444444 | 0.3333333 | 0.5000000 | 0.2857143 |
| 5682 | SLFN12L | schlafen family member 12 like | 0.7142857 | 0.5555556 | 0.6666667 | 0.3333333 | 0.2857143 |
| 11004 | PPP2R2B-IT1 | PPP2R2B intronic transcript 1 | 0.7142857 | 0.2222222 | 0.3333333 | 0.1666667 | 0.2857143 |
| 11169 | MAPK9 | mitogen-activated protein kinase 9 | 0.7142857 | 0.1111111 | 0.0000000 | 0.1666667 | 0.2857143 |
| 11514 | STK38 | serine/threonine kinase 38 | 0.7142857 | 0.6666667 | 0.3333333 | 0.0000000 | 0.2857143 |
| 12300 | CDK6 | cyclin dependent kinase 6 | 0.7142857 | 0.4444444 | 0.3333333 | 0.6666667 | 0.2857143 |
| 12514 | CREB3L2 | cAMP responsive element binding protein 3 like 2 | 0.7142857 | 0.4444444 | 0.3333333 | 0.5000000 | 0.2857143 |
write.table(open0closed3, "CD8_open0closed3.txt", sep="\t")
write.table(open0closed8, "CD8_open0closed8.txt", sep="\t")
write.table(open0closed30, "CD8_open0closed30.txt", sep="\t")
write.table(open0closed120, "CD8_open0closed120.txt", sep="\t")
open0closed_ibru<-subset(openday0, (openday0\("30"<=0.3) & (openday0\)“120”<=0.3)) open0closed_ibru
closedday0<-subset(consecount.scores, consecount.scores$"0"<=0.3)
closed0open3<-subset(closedday0, closedday0$"3">=0.7)
knitr::kable(closed0open3[, 49:55])
| SYMBOL | GENENAME | 0 | 3 | 8 | 30 | 120 | |
|---|---|---|---|---|---|---|---|
| 271 | ARID1A | AT-rich interaction domain 1A | 0.1428571 | 0.7777778 | 0.6666667 | 0.5000000 | 0.7142857 |
| 278 | KDF1 | keratinocyte differentiation factor 1 | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.7142857 |
| 332 | SERINC2 | serine incorporator 2 | 0.2857143 | 0.7777778 | 0.3333333 | 0.3333333 | 0.4285714 |
| 616 | PTGER3 | prostaglandin E receptor 3 | 0.2857143 | 1.0000000 | 0.6666667 | 0.6666667 | 0.7142857 |
| 621 | SLC44A5 | solute carrier family 44 member 5 | 0.1428571 | 0.7777778 | 0.0000000 | 0.1666667 | 0.5714286 |
| 718 | PLPPR5 | phospholipid phosphatase related 5 | 0.1428571 | 0.7777778 | 0.6666667 | 0.1666667 | 0.4285714 |
| 1588 | FZD8 | frizzled class receptor 8 | 0.2857143 | 0.7777778 | 0.3333333 | 0.5000000 | 0.5714286 |
| 1668 | TET1 | tet methylcytosine dioxygenase 1 | 0.0000000 | 0.7777778 | 0.3333333 | 0.3333333 | 0.5714286 |
| 1840 | LOXL4 | lysyl oxidase like 4 | 0.2857143 | 0.7777778 | 0.6666667 | 0.3333333 | 0.5714286 |
| 1944 | TCF7L2 | transcription factor 7 like 2 | 0.2857143 | 0.8888889 | 0.6666667 | 0.3333333 | 0.7142857 |
| 2005 | TCERG1L | transcription elongation regulator 1 like | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.2857143 |
| 2463 | RIN1 | Ras and Rab interactor 1 | 0.2857143 | 0.7777778 | 0.6666667 | 0.1666667 | 0.7142857 |
| 2486 | GRK2 | G protein-coupled receptor kinase 2 | 0.2857143 | 0.8888889 | 0.6666667 | 0.5000000 | 0.8571429 |
| 2713 | DSCAML1 | DS cell adhesion molecule like 1 | 0.2857143 | 0.7777778 | 0.6666667 | 0.3333333 | 0.7142857 |
| 3086 | ASIC1 | acid sensing ion channel subunit 1 | 0.2857143 | 0.7777778 | 0.6666667 | 0.3333333 | 0.5714286 |
| 3502 | KDM2B | lysine demethylase 2B | 0.2857143 | 0.8888889 | 0.6666667 | 0.3333333 | 0.7142857 |
| 4199 | DEGS2 | delta 4-desaturase, sphingolipid 2 | 0.2857143 | 0.7777778 | 0.6666667 | 0.1666667 | 0.7142857 |
| 4663 | TTLL13P | tubulin tyrosine ligase like 13, pseudogene | 0.2857143 | 0.7777778 | 0.3333333 | 0.5000000 | 0.5714286 |
| 5020 | ZNF629 | zinc finger protein 629 | 0.1428571 | 0.7777778 | 0.6666667 | 0.3333333 | 0.5714286 |
| 5027 | HSD3B7 | hydroxy-delta-5-steroid dehydrogenase, 3 beta- and steroid delta-isomerase 7 | 0.1428571 | 0.7777778 | 0.6666667 | 0.1666667 | 0.7142857 |
| 5158 | KCTD19 | potassium channel tetramerization domain containing 19 | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.7142857 |
| 5360 | MYO1C | myosin IC | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.7142857 |
| 5586 | CCDC144CP | coiled-coil domain containing 144C, pseudogene | 0.2857143 | 0.7777778 | 0.6666667 | 0.3333333 | 0.8571429 |
| 5596 | KSR1 | kinase suppressor of ras 1 | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.5714286 |
| 5943 | NOG | noggin | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.7142857 |
| 6211 | CCDC57 | coiled-coil domain containing 57 | 0.2857143 | 0.7777778 | 0.3333333 | 0.1666667 | 0.7142857 |
| 6379 | ONECUT2 | one cut homeobox 2 | 0.2857143 | 0.7777778 | 0.3333333 | 0.3333333 | 0.7142857 |
| 6497 | CSNK1G2 | casein kinase 1 gamma 2 | 0.2857143 | 0.7777778 | 0.3333333 | 0.3333333 | 0.7142857 |
| 6498 | BTBD2 | BTB domain containing 2 | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 1.0000000 |
| 6525 | TLE2 | TLE family member 2, transcriptional corepressor | 0.2857143 | 0.7777778 | 0.6666667 | 0.3333333 | 0.7142857 |
| 6565 | FSD1 | fibronectin type III and SPRY domain containing 1 | 0.2857143 | 0.8888889 | 0.6666667 | 0.5000000 | 0.7142857 |
| 6638 | ADAMTS10 | ADAM metallopeptidase with thrombospondin type 1 motif 10 | 0.2857143 | 0.8888889 | 0.6666667 | 0.5000000 | 0.8571429 |
| 6969 | LSR | lipolysis stimulated lipoprotein receptor | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.5714286 |
| 7034 | SPINT2 | serine peptidase inhibitor, Kunitz type 2 | 0.1428571 | 0.7777778 | 0.6666667 | 0.1666667 | 0.2857143 |
| 7475 | ZSCAN18 | zinc finger and SCAN domain containing 18 | 0.2857143 | 1.0000000 | 0.6666667 | 0.3333333 | 0.8571429 |
| 7881 | DUSP2 | dual specificity phosphatase 2 | 0.2857143 | 0.7777778 | 0.3333333 | 0.1666667 | 0.4285714 |
| 8148 | CERKL | ceramide kinase like | 0.1428571 | 0.8888889 | 0.6666667 | 0.1666667 | 0.4285714 |
| 8242 | PARD3B | par-3 family cell polarity regulator beta | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.5714286 |
| 8363 | DGKD | diacylglycerol kinase delta | 0.2857143 | 0.7777778 | 0.3333333 | 0.3333333 | 0.5714286 |
| 8428 | SDCBP2 | syndecan binding protein 2 | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.8571429 |
| 8484 | JAG1 | jagged canonical Notch ligand 1 | 0.2857143 | 0.8888889 | 0.3333333 | 0.3333333 | 0.4285714 |
| 8486 | ISM1 | isthmin 1 | 0.1428571 | 0.7777778 | 0.3333333 | 0.3333333 | 0.5714286 |
| 8518 | LOC284798 | uncharacterized LOC284798 | 0.2857143 | 0.7777778 | 0.3333333 | 0.5000000 | 0.7142857 |
| 8539 | TSPY26P | testis specific protein Y-linked 26, pseudogene | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.7142857 |
| 8547 | C20orf203 | chromosome 20 open reading frame 203 | 0.1428571 | 0.7777778 | 0.6666667 | 0.3333333 | 0.7142857 |
| 8753 | SLC17A9 | solute carrier family 17 member 9 | 0.2857143 | 0.7777778 | 0.0000000 | 0.5000000 | 0.2857143 |
| 8928 | COL6A2 | collagen type VI alpha 2 chain | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.7142857 |
| 9043 | MN1 | MN1 proto-oncogene, transcriptional regulator | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.7142857 |
| 9070 | SEC14L2 | SEC14 like lipid binding 2 | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.7142857 |
| 9262 | LINC00899 | long intergenic non-protein coding RNA 899 | 0.2857143 | 0.7777778 | 0.6666667 | 0.3333333 | 0.7142857 |
| 9596 | WDR82 | WD repeat domain 82 | 0.2857143 | 0.7777778 | 0.3333333 | 0.5000000 | 0.4285714 |
| 10588 | C5orf49 | chromosome 5 open reading frame 49 | 0.1428571 | 0.7777778 | 0.6666667 | 0.5000000 | 0.7142857 |
| 10742 | F2RL1 | F2R like trypsin receptor 1 | 0.2857143 | 0.8888889 | 0.3333333 | 0.5000000 | 0.5714286 |
| 11053 | NIPAL4 | NIPA like domain containing 4 | 0.2857143 | 0.7777778 | 0.6666667 | 0.3333333 | 0.5714286 |
| 11056 | C5orf52 | chromosome 5 open reading frame 52 | 0.2857143 | 0.7777778 | 0.6666667 | 0.3333333 | 0.2857143 |
| 11161 | MGAT4B | alpha-1,3-mannosyl-glycoprotein 4-beta-N-acetylglucosaminyltransferase B | 0.2857143 | 0.7777778 | 0.6666667 | 0.6666667 | 0.8571429 |
| 11422 | VWA7 | von Willebrand factor A domain containing 7 | 0.1428571 | 0.8888889 | 0.6666667 | 0.5000000 | 0.7142857 |
| 11631 | DST | dystonin | 0.2857143 | 0.8888889 | 0.3333333 | 0.3333333 | 0.4285714 |
| 11648 | OOEP | oocyte expressed protein | 0.2857143 | 0.7777778 | 0.6666667 | 0.6666667 | 0.7142857 |
| 11674 | ME1 | malic enzyme 1 | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.5714286 |
| 11927 | FNDC1 | fibronectin type III domain containing 1 | 0.2857143 | 0.7777778 | 0.6666667 | 0.3333333 | 0.5714286 |
| 12018 | ZNF853 | zinc finger protein 853 | 0.2857143 | 0.7777778 | 0.3333333 | 0.5000000 | 0.4285714 |
| 12463 | LRRC4 | leucine rich repeat containing 4 | 0.1428571 | 0.7777778 | 0.3333333 | 0.5000000 | 0.7142857 |
| 12642 | MIR596 | microRNA 596 | 0.2857143 | 0.7777778 | 0.3333333 | 0.1666667 | 0.7142857 |
| 13034 | PTK2 | protein tyrosine kinase 2 | 0.2857143 | 0.8888889 | 0.6666667 | 0.3333333 | 0.5714286 |
| 13116 | VLDLR-AS1 | VLDLR antisense RNA 1 | 0.2857143 | 0.7777778 | 0.3333333 | 0.3333333 | 0.5714286 |
| 13377 | CORO2A | coronin 2A | 0.1428571 | 0.7777778 | 0.3333333 | 0.1666667 | 0.2857143 |
| 13391 | TMEFF1 | transmembrane protein with EGF like and two follistatin like domains 1 | 0.2857143 | 0.8888889 | 0.6666667 | 0.3333333 | 0.7142857 |
closed0open8<-subset(closedday0, closedday0$"8">=0.7)
knitr::kable(closed0open8[, 49:55])
| SYMBOL | GENENAME | 0 | 3 | 8 | 30 | 120 | |
|---|---|---|---|---|---|---|---|
| 1719 | USP54 | ubiquitin specific peptidase 54 | 0.2857143 | 0.5555556 | 1 | 0.3333333 | 0.8571429 |
| 2310 | MS4A6E | membrane spanning 4-domains A6E | 0.1428571 | 0.1111111 | 1 | 0.1666667 | 0.2857143 |
| 5344 | URAHP | urate (hydroxyiso-) hydrolase, pseudogene | 0.1428571 | 0.5555556 | 1 | 0.1666667 | 0.4285714 |
| 6729 | ZNF442 | zinc finger protein 442 | 0.2857143 | 0.6666667 | 1 | 0.5000000 | 0.7142857 |
| 7693 | NRXN1 | neurexin 1 | 0.2857143 | 0.4444444 | 1 | 0.6666667 | 0.4285714 |
| 9343 | GHRLOS | ghrelin opposite strand/antisense RNA | 0.1428571 | 0.3333333 | 1 | 0.0000000 | 0.4285714 |
| 9735 | SPICE1 | spindle and centriole associated protein 1 | 0.1428571 | 0.1111111 | 1 | 0.1666667 | 0.4285714 |
| 10881 | ACSL6 | acyl-CoA synthetase long chain family member 6 | 0.2857143 | 0.4444444 | 1 | 0.5000000 | 0.2857143 |
closed0open30<-subset(closedday0, closedday0$"30">=0.7)
knitr::kable(closed0open30[, 49:55])
| SYMBOL | GENENAME | 0 | 3 | 8 | 30 | 120 |
|---|
closed0open120<-subset(closedday0, closedday0$"120">=0.7)
knitr::kable(closed0open120[, 49:55])
| SYMBOL | GENENAME | 0 | 3 | 8 | 30 | 120 | |
|---|---|---|---|---|---|---|---|
| 32 | MIB2 | mindbomb E3 ubiquitin protein ligase 2 | 0.0000000 | 0.3333333 | 0.6666667 | 0.5000000 | 0.7142857 |
| 86 | CAMTA1 | calmodulin binding transcription activator 1 | 0.2857143 | 0.5555556 | 0.6666667 | 0.0000000 | 0.7142857 |
| 168 | MIR4695 | microRNA 4695 | 0.1428571 | 0.5555556 | 0.6666667 | 0.5000000 | 0.8571429 |
| 202 | RAP1GAP | RAP1 GTPase activating protein | 0.2857143 | 0.4444444 | 0.3333333 | 0.5000000 | 0.7142857 |
| 234 | STPG1 | sperm tail PG-rich repeat containing 1 | 0.1428571 | 0.6666667 | 0.6666667 | 0.3333333 | 0.8571429 |
| 271 | ARID1A | AT-rich interaction domain 1A | 0.1428571 | 0.7777778 | 0.6666667 | 0.5000000 | 0.7142857 |
| 278 | KDF1 | keratinocyte differentiation factor 1 | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.7142857 |
| 281 | SLC9A1 | solute carrier family 9 member A1 | 0.1428571 | 0.4444444 | 0.3333333 | 0.3333333 | 0.7142857 |
| 355 | ZBTB8A | zinc finger and BTB domain containing 8A | 0.2857143 | 0.5555556 | 0.6666667 | 0.1666667 | 0.7142857 |
| 361 | FNDC5 | fibronectin type III domain containing 5 | 0.2857143 | 0.5555556 | 0.6666667 | 0.5000000 | 0.8571429 |
| 399 | ZC3H12A | zinc finger CCCH-type containing 12A | 0.2857143 | 0.6666667 | 0.6666667 | 0.5000000 | 1.0000000 |
| 539 | RAB3B | RAB3B, member RAS oncogene family | 0.2857143 | 0.6666667 | 0.6666667 | 0.5000000 | 0.7142857 |
| 555 | PODN | podocan | 0.1428571 | 0.4444444 | 0.6666667 | 0.5000000 | 0.7142857 |
| 616 | PTGER3 | prostaglandin E receptor 3 | 0.2857143 | 1.0000000 | 0.6666667 | 0.6666667 | 0.7142857 |
| 773 | KCNA2 | potassium voltage-gated channel subfamily A member 2 | 0.2857143 | 0.6666667 | 0.6666667 | 0.3333333 | 0.7142857 |
| 818 | IGSF3 | immunoglobulin superfamily member 3 | 0.1428571 | 0.5555556 | 0.3333333 | 0.5000000 | 0.7142857 |
| 852 | H2AC19 | H2A clustered histone 19 | 0.2857143 | 0.5555556 | 0.3333333 | 0.5000000 | 0.8571429 |
| 941 | ADAR | adenosine deaminase RNA specific | 0.2857143 | 0.4444444 | 0.6666667 | 0.3333333 | 0.7142857 |
| 995 | PAQR6 | progestin and adipoQ receptor family member 6 | 0.1428571 | 0.6666667 | 0.6666667 | 0.3333333 | 0.7142857 |
| 1043 | SLAMF7 | SLAM family member 7 | 0.2857143 | 0.2222222 | 0.6666667 | 0.0000000 | 0.8571429 |
| 1077 | PBX1 | PBX homeobox 1 | 0.2857143 | 0.6666667 | 0.6666667 | 0.3333333 | 0.7142857 |
| 1099 | XCL1 | X-C motif chemokine ligand 1 | 0.2857143 | 0.5555556 | 0.6666667 | 0.5000000 | 0.8571429 |
| 1262 | IL19 | interleukin 19 | 0.1428571 | 0.4444444 | 0.6666667 | 0.0000000 | 0.7142857 |
| 1307 | TGFB2-AS1 | TGFB2 antisense RNA 1 (head to head) | 0.2857143 | 0.5555556 | 0.3333333 | 0.5000000 | 0.7142857 |
| 1337 | ENAH | ENAH actin regulator | 0.2857143 | 0.6666667 | 0.6666667 | 0.3333333 | 0.7142857 |
| 1412 | NID1 | nidogen 1 | 0.1428571 | 0.4444444 | 0.6666667 | 0.3333333 | 0.7142857 |
| 1426 | MAP1LC3C | microtubule associated protein 1 light chain 3 gamma | 0.2857143 | 0.3333333 | 0.6666667 | 0.5000000 | 0.7142857 |
| 1558 | ARMC4 | armadillo repeat containing 4 | 0.2857143 | 0.6666667 | 0.6666667 | 0.3333333 | 0.7142857 |
| 1564 | SVIL | supervillin | 0.2857143 | 0.2222222 | 0.6666667 | 0.5000000 | 0.7142857 |
| 1719 | USP54 | ubiquitin specific peptidase 54 | 0.2857143 | 0.5555556 | 1.0000000 | 0.3333333 | 0.8571429 |
| 1870 | KAZALD1 | Kazal type serine peptidase inhibitor domain 1 | 0.2857143 | 0.4444444 | 0.6666667 | 0.3333333 | 0.7142857 |
| 1944 | TCF7L2 | transcription factor 7 like 2 | 0.2857143 | 0.8888889 | 0.6666667 | 0.3333333 | 0.7142857 |
| 2290 | RTN4RL2 | reticulon 4 receptor like 2 | 0.2857143 | 0.5555556 | 0.3333333 | 0.3333333 | 0.7142857 |
| 2325 | LRRC10B | leucine rich repeat containing 10B | 0.1428571 | 0.6666667 | 0.6666667 | 0.1666667 | 0.7142857 |
| 2426 | MALAT1 | metastasis associated lung adenocarcinoma transcript 1 | 0.2857143 | 0.6666667 | 0.6666667 | 0.5000000 | 0.8571429 |
| 2463 | RIN1 | Ras and Rab interactor 1 | 0.2857143 | 0.7777778 | 0.6666667 | 0.1666667 | 0.7142857 |
| 2486 | GRK2 | G protein-coupled receptor kinase 2 | 0.2857143 | 0.8888889 | 0.6666667 | 0.5000000 | 0.8571429 |
| 2584 | LRRC32 | leucine rich repeat containing 32 | 0.0000000 | 0.2222222 | 0.6666667 | 0.1666667 | 0.7142857 |
| 2713 | DSCAML1 | DS cell adhesion molecule like 1 | 0.2857143 | 0.7777778 | 0.6666667 | 0.3333333 | 0.7142857 |
| 2761 | SORL1 | sortilin related receptor 1 | 0.1428571 | 0.6666667 | 0.6666667 | 0.5000000 | 0.7142857 |
| 2888 | PEX5 | peroxisomal biogenesis factor 5 | 0.2857143 | 0.4444444 | 0.6666667 | 0.5000000 | 0.7142857 |
| 2906 | LOC642846 | DEAD/H (Asp-Glu-Ala-Asp/His) box polypeptide 11-like | 0.1428571 | 0.4444444 | 0.3333333 | 0.5000000 | 0.7142857 |
| 3384 | NUAK1 | NUAK family kinase 1 | 0.1428571 | 0.2222222 | 0.3333333 | 0.3333333 | 0.7142857 |
| 3502 | KDM2B | lysine demethylase 2B | 0.2857143 | 0.8888889 | 0.6666667 | 0.3333333 | 0.7142857 |
| 3791 | PCID2 | PCI domain containing 2 | 0.2857143 | 0.5555556 | 0.6666667 | 0.1666667 | 0.7142857 |
| 3947 | PYGL | glycogen phosphorylase L | 0.1428571 | 0.6666667 | 0.6666667 | 0.3333333 | 0.7142857 |
| 4047 | ACTN1 | actinin alpha 1 | 0.1428571 | 0.4444444 | 0.3333333 | 0.3333333 | 0.7142857 |
| 4199 | DEGS2 | delta 4-desaturase, sphingolipid 2 | 0.2857143 | 0.7777778 | 0.6666667 | 0.1666667 | 0.7142857 |
| 4239 | CEP170B | centrosomal protein 170B | 0.2857143 | 0.6666667 | 0.6666667 | 0.3333333 | 0.7142857 |
| 4277 | CHRM5 | cholinergic receptor muscarinic 5 | 0.2857143 | 0.3333333 | 0.0000000 | 0.1666667 | 0.8571429 |
| 4282 | SLC12A6 | solute carrier family 12 member 6 | 0.1428571 | 0.5555556 | 0.3333333 | 0.3333333 | 0.7142857 |
| 4561 | SIN3A | SIN3 transcription regulator family member A | 0.2857143 | 0.5555556 | 0.6666667 | 0.5000000 | 0.7142857 |
| 4618 | TM6SF1 | transmembrane 6 superfamily member 1 | 0.1428571 | 0.3333333 | 0.6666667 | 0.1666667 | 0.7142857 |
| 4643 | HAPLN3 | hyaluronan and proteoglycan link protein 3 | 0.2857143 | 0.5555556 | 0.6666667 | 0.5000000 | 0.7142857 |
| 4711 | HBQ1 | hemoglobin subunit theta 1 | 0.2857143 | 0.6666667 | 0.6666667 | 0.5000000 | 0.7142857 |
| 4749 | TMEM204 | transmembrane protein 204 | 0.2857143 | 0.6666667 | 0.6666667 | 0.3333333 | 0.7142857 |
| 4795 | KREMEN2 | kringle containing transmembrane protein 2 | 0.0000000 | 0.4444444 | 0.3333333 | 0.1666667 | 0.7142857 |
| 4798 | TNFRSF12A | TNF receptor superfamily member 12A | 0.1428571 | 0.5555556 | 0.6666667 | 0.3333333 | 0.7142857 |
| 4995 | CORO1A | coronin 1A | 0.2857143 | 0.1111111 | 0.6666667 | 0.1666667 | 0.8571429 |
| 5027 | HSD3B7 | hydroxy-delta-5-steroid dehydrogenase, 3 beta- and steroid delta-isomerase 7 | 0.1428571 | 0.7777778 | 0.6666667 | 0.1666667 | 0.7142857 |
| 5158 | KCTD19 | potassium channel tetramerization domain containing 19 | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.7142857 |
| 5227 | ZNF821 | zinc finger protein 821 | 0.2857143 | 0.5555556 | 0.6666667 | 0.1666667 | 0.7142857 |
| 5325 | CPNE7 | copine 7 | 0.2857143 | 0.5555556 | 0.6666667 | 0.3333333 | 0.7142857 |
| 5360 | MYO1C | myosin IC | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.7142857 |
| 5440 | ALOX12-AS1 | ALOX12 antisense RNA 1 | 0.2857143 | 0.4444444 | 0.6666667 | 0.3333333 | 0.8571429 |
| 5466 | TMEM102 | transmembrane protein 102 | 0.2857143 | 0.6666667 | 0.6666667 | 0.5000000 | 0.7142857 |
| 5586 | CCDC144CP | coiled-coil domain containing 144C, pseudogene | 0.2857143 | 0.7777778 | 0.6666667 | 0.3333333 | 0.8571429 |
| 5605 | SLC46A1 | solute carrier family 46 member 1 | 0.0000000 | 0.6666667 | 0.6666667 | 0.3333333 | 0.7142857 |
| 5627 | MYO18A | myosin XVIIIA | 0.2857143 | 0.4444444 | 0.6666667 | 0.3333333 | 0.7142857 |
| 5717 | CWC25 | CWC25 spliceosome associated protein homolog | 0.2857143 | 0.6666667 | 0.3333333 | 0.1666667 | 0.8571429 |
| 5785 | CAVIN1 | caveolae associated protein 1 | 0.1428571 | 0.5555556 | 0.6666667 | 0.5000000 | 0.7142857 |
| 5853 | FMNL1 | formin like 1 | 0.1428571 | 0.4444444 | 0.6666667 | 0.3333333 | 0.7142857 |
| 5865 | WNT3 | Wnt family member 3 | 0.2857143 | 0.6666667 | 0.6666667 | 0.3333333 | 0.7142857 |
| 5943 | NOG | noggin | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.7142857 |
| 6069 | RAB37 | RAB37, member RAS oncogene family | 0.0000000 | 0.4444444 | 0.6666667 | 0.1666667 | 0.7142857 |
| 6076 | USH1G | USH1 protein network component sans | 0.2857143 | 0.6666667 | 0.6666667 | 0.5000000 | 0.7142857 |
| 6080 | KCTD2 | potassium channel tetramerization domain containing 2 | 0.2857143 | 0.3333333 | 0.0000000 | 0.3333333 | 0.7142857 |
| 6144 | SEPTIN9 | septin 9 | 0.2857143 | 0.3333333 | 0.3333333 | 0.3333333 | 0.7142857 |
| 6161 | TIMP2 | TIMP metallopeptidase inhibitor 2 | 0.2857143 | 0.6666667 | 0.6666667 | 0.3333333 | 0.7142857 |
| 6164 | C1QTNF1 | C1q and TNF related 1 | 0.2857143 | 0.5555556 | 0.6666667 | 0.3333333 | 0.7142857 |
| 6211 | CCDC57 | coiled-coil domain containing 57 | 0.2857143 | 0.7777778 | 0.3333333 | 0.1666667 | 0.7142857 |
| 6213 | SLC16A3 | solute carrier family 16 member 3 | 0.2857143 | 0.4444444 | 0.3333333 | 0.3333333 | 0.8571429 |
| 6246 | TGIF1 | TGFB induced factor homeobox 1 | 0.2857143 | 0.5555556 | 0.6666667 | 0.1666667 | 0.7142857 |
| 6308 | CDH2 | cadherin 2 | 0.2857143 | 0.3333333 | 0.0000000 | 0.1666667 | 0.7142857 |
| 6379 | ONECUT2 | one cut homeobox 2 | 0.2857143 | 0.7777778 | 0.3333333 | 0.3333333 | 0.7142857 |
| 6398 | BCL2 | BCL2 apoptosis regulator | 0.2857143 | 0.5555556 | 0.3333333 | 0.5000000 | 0.7142857 |
| 6497 | CSNK1G2 | casein kinase 1 gamma 2 | 0.2857143 | 0.7777778 | 0.3333333 | 0.3333333 | 0.7142857 |
| 6498 | BTBD2 | BTB domain containing 2 | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 1.0000000 |
| 6525 | TLE2 | TLE family member 2, transcriptional corepressor | 0.2857143 | 0.7777778 | 0.6666667 | 0.3333333 | 0.7142857 |
| 6529 | GNA11 | G protein subunit alpha 11 | 0.2857143 | 0.3333333 | 0.6666667 | 0.5000000 | 0.7142857 |
| 6565 | FSD1 | fibronectin type III and SPRY domain containing 1 | 0.2857143 | 0.8888889 | 0.6666667 | 0.5000000 | 0.7142857 |
| 6604 | TRIP10 | thyroid hormone receptor interactor 10 | 0.2857143 | 0.5555556 | 0.6666667 | 0.3333333 | 0.7142857 |
| 6612 | ZNF358 | zinc finger protein 358 | 0.1428571 | 0.5555556 | 0.6666667 | 0.3333333 | 0.7142857 |
| 6638 | ADAMTS10 | ADAM metallopeptidase with thrombospondin type 1 motif 10 | 0.2857143 | 0.8888889 | 0.6666667 | 0.5000000 | 0.8571429 |
| 6715 | ZNF69 | zinc finger protein 69 | 0.1428571 | 0.5555556 | 0.6666667 | 0.3333333 | 0.7142857 |
| 6717 | ZNF763 | zinc finger protein 763 | 0.1428571 | 0.5555556 | 0.6666667 | 0.5000000 | 0.7142857 |
| 6729 | ZNF442 | zinc finger protein 442 | 0.2857143 | 0.6666667 | 1.0000000 | 0.5000000 | 0.7142857 |
| 6747 | RTBDN | retbindin | 0.2857143 | 0.4444444 | 0.6666667 | 0.5000000 | 0.7142857 |
| 6758 | NFIX | nuclear factor I X | 0.1428571 | 0.5555556 | 0.3333333 | 0.3333333 | 0.7142857 |
| 6772 | PALM3 | paralemmin 3 | 0.2857143 | 0.5555556 | 0.6666667 | 0.5000000 | 0.7142857 |
| 6787 | TECR | trans-2,3-enoyl-CoA reductase | 0.2857143 | 0.5555556 | 0.6666667 | 0.1666667 | 0.7142857 |
| 6798 | CYP4F12 | cytochrome P450 family 4 subfamily F member 12 | 0.1428571 | 0.2222222 | 0.3333333 | 0.3333333 | 0.7142857 |
| 6909 | LINC00664 | long intergenic non-protein coding RNA 664 | 0.2857143 | 0.5555556 | 0.6666667 | 0.3333333 | 1.0000000 |
| 7158 | ZNF234 | zinc finger protein 234 | 0.2857143 | 0.5555556 | 0.6666667 | 0.5000000 | 0.7142857 |
| 7165 | MIR4531 | microRNA 4531 | 0.2857143 | 0.5555556 | 0.6666667 | 0.5000000 | 0.7142857 |
| 7175 | ZNF296 | zinc finger protein 296 | 0.2857143 | 0.5555556 | 0.0000000 | 0.1666667 | 0.7142857 |
| 7247 | CCDC114 | coiled-coil domain containing 114 | 0.1428571 | 0.4444444 | 0.3333333 | 0.1666667 | 0.7142857 |
| 7291 | CCDC155 | coiled-coil domain containing 155 | 0.0000000 | 0.5555556 | 0.6666667 | 0.3333333 | 0.7142857 |
| 7475 | ZSCAN18 | zinc finger and SCAN domain containing 18 | 0.2857143 | 1.0000000 | 0.6666667 | 0.3333333 | 0.8571429 |
| 7557 | GDF7 | growth differentiation factor 7 | 0.0000000 | 0.3333333 | 0.0000000 | 0.1666667 | 0.7142857 |
| 7606 | FNDC4 | fibronectin type III domain containing 4 | 0.2857143 | 0.6666667 | 0.6666667 | 0.3333333 | 0.7142857 |
| 7936 | ECRG4 | ECRG4 augurin precursor | 0.1428571 | 0.1111111 | 0.3333333 | 0.1666667 | 0.7142857 |
| 7995 | AMMECR1L | AMMECR1 like | 0.0000000 | 0.1111111 | 0.0000000 | 0.0000000 | 0.7142857 |
| 8428 | SDCBP2 | syndecan binding protein 2 | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.8571429 |
| 8518 | LOC284798 | uncharacterized LOC284798 | 0.2857143 | 0.7777778 | 0.3333333 | 0.5000000 | 0.7142857 |
| 8533 | FOXS1 | forkhead box S1 | 0.2857143 | 0.4444444 | 0.3333333 | 0.5000000 | 0.8571429 |
| 8539 | TSPY26P | testis specific protein Y-linked 26, pseudogene | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.7142857 |
| 8547 | C20orf203 | chromosome 20 open reading frame 203 | 0.1428571 | 0.7777778 | 0.6666667 | 0.3333333 | 0.7142857 |
| 8548 | C20orf203 | chromosome 20 open reading frame 203 | 0.2857143 | 0.3333333 | 0.6666667 | 0.0000000 | 0.7142857 |
| 8552 | BPIFB1 | BPI fold containing family B member 1 | 0.2857143 | 0.6666667 | 0.6666667 | 0.5000000 | 0.7142857 |
| 8642 | KCNK15 | potassium two pore domain channel subfamily K member 15 | 0.2857143 | 0.6666667 | 0.6666667 | 0.1666667 | 0.7142857 |
| 8697 | NFATC2 | nuclear factor of activated T cells 2 | 0.2857143 | 0.6666667 | 0.6666667 | 0.0000000 | 0.7142857 |
| 8762 | EEF1A2 | eukaryotic translation elongation factor 1 alpha 2 | 0.2857143 | 0.6666667 | 0.6666667 | 0.5000000 | 0.7142857 |
| 8928 | COL6A2 | collagen type VI alpha 2 chain | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.7142857 |
| 8974 | RANBP1 | RAN binding protein 1 | 0.2857143 | 0.4444444 | 0.6666667 | 0.5000000 | 0.8571429 |
| 9043 | MN1 | MN1 proto-oncogene, transcriptional regulator | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.7142857 |
| 9070 | SEC14L2 | SEC14 like lipid binding 2 | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.7142857 |
| 9098 | RFPL2 | ret finger protein like 2 | 0.2857143 | 0.5555556 | 0.3333333 | 0.1666667 | 1.0000000 |
| 9262 | LINC00899 | long intergenic non-protein coding RNA 899 | 0.2857143 | 0.7777778 | 0.6666667 | 0.3333333 | 0.7142857 |
| 9279 | MLC1 | modulator of VRAC current 1 | 0.2857143 | 0.6666667 | 0.6666667 | 0.5000000 | 0.8571429 |
| 9428 | DLEC1 | DLEC1 cilia and flagella associated protein | 0.2857143 | 0.4444444 | 0.6666667 | 0.3333333 | 0.7142857 |
| 9489 | LRRC2-AS1 | LRRC2 antisense RNA 1 | 0.2857143 | 0.6666667 | 0.6666667 | 0.6666667 | 0.8571429 |
| 9789 | MYLK | myosin light chain kinase | 0.2857143 | 0.6666667 | 0.3333333 | 0.5000000 | 0.8571429 |
| 9887 | PAQR9 | progestin and adipoQ receptor family member 9 | 0.1428571 | 0.3333333 | 0.6666667 | 0.3333333 | 0.7142857 |
| 9911 | IGSF10 | immunoglobulin superfamily member 10 | 0.2857143 | 0.0000000 | 0.6666667 | 0.3333333 | 0.7142857 |
| 10165 | LINC01096 | long intergenic non-protein coding RNA 1096 | 0.0000000 | 0.2222222 | 0.0000000 | 0.0000000 | 0.7142857 |
| 10296 | PPEF2 | protein phosphatase with EF-hand domain 2 | 0.2857143 | 0.3333333 | 0.6666667 | 0.3333333 | 0.7142857 |
| 10515 | TRIM61 | tripartite motif containing 61 | 0.2857143 | 0.5555556 | 0.6666667 | 0.5000000 | 0.7142857 |
| 10586 | TENT4A | terminal nucleotidyltransferase 4A | 0.2857143 | 0.2222222 | 0.6666667 | 0.3333333 | 0.7142857 |
| 10588 | C5orf49 | chromosome 5 open reading frame 49 | 0.1428571 | 0.7777778 | 0.6666667 | 0.5000000 | 0.7142857 |
| 10947 | MATR3 | matrin 3 | 0.0000000 | 0.4444444 | 0.3333333 | 0.1666667 | 0.7142857 |
| 11066 | ADRA1B | adrenoceptor alpha 1B | 0.2857143 | 0.2222222 | 0.6666667 | 0.3333333 | 0.8571429 |
| 11116 | ARL10 | ADP ribosylation factor like GTPase 10 | 0.0000000 | 0.6666667 | 0.0000000 | 0.3333333 | 0.7142857 |
| 11161 | MGAT4B | alpha-1,3-mannosyl-glycoprotein 4-beta-N-acetylglucosaminyltransferase B | 0.2857143 | 0.7777778 | 0.6666667 | 0.6666667 | 0.8571429 |
| 11263 | SOX4 | SRY-box transcription factor 4 | 0.0000000 | 0.2222222 | 0.6666667 | 0.1666667 | 0.7142857 |
| 11270 | C6orf62 | chromosome 6 open reading frame 62 | 0.1428571 | 0.5555556 | 0.3333333 | 0.5000000 | 0.7142857 |
| 11422 | VWA7 | von Willebrand factor A domain containing 7 | 0.1428571 | 0.8888889 | 0.6666667 | 0.5000000 | 0.7142857 |
| 11432 | ATF6B | activating transcription factor 6 beta | 0.2857143 | 0.5555556 | 0.6666667 | 0.5000000 | 0.7142857 |
| 11483 | GRM4 | glutamate metabotropic receptor 4 | 0.2857143 | 0.5555556 | 0.6666667 | 0.5000000 | 0.8571429 |
| 11528 | FGD2 | FYVE, RhoGEF and PH domain containing 2 | 0.2857143 | 0.2222222 | 0.3333333 | 0.1666667 | 0.7142857 |
| 11602 | TCTE1 | t-complex-associated-testis-expressed 1 | 0.2857143 | 0.5555556 | 0.6666667 | 0.3333333 | 0.7142857 |
| 11607 | CLIC5 | chloride intracellular channel 5 | 0.1428571 | 0.5555556 | 0.6666667 | 0.5000000 | 0.7142857 |
| 11648 | OOEP | oocyte expressed protein | 0.2857143 | 0.7777778 | 0.6666667 | 0.6666667 | 0.7142857 |
| 11791 | TPD52L1 | TPD52 like 1 | 0.2857143 | 0.6666667 | 0.6666667 | 0.5000000 | 0.7142857 |
| 12125 | TARP | TCR gamma alternate reading frame protein | 0.2857143 | 0.5555556 | 0.3333333 | 0.3333333 | 0.8571429 |
| 12377 | TRIP6 | thyroid hormone receptor interactor 6 | 0.1428571 | 0.3333333 | 0.3333333 | 0.3333333 | 0.7142857 |
| 12431 | GPR85 | G protein-coupled receptor 85 | 0.1428571 | 0.4444444 | 0.0000000 | 0.1666667 | 0.7142857 |
| 12463 | LRRC4 | leucine rich repeat containing 4 | 0.1428571 | 0.7777778 | 0.3333333 | 0.5000000 | 0.7142857 |
| 12622 | INSIG1 | insulin induced gene 1 | 0.2857143 | 0.3333333 | 0.0000000 | 0.1666667 | 0.7142857 |
| 12642 | MIR596 | microRNA 596 | 0.2857143 | 0.7777778 | 0.3333333 | 0.1666667 | 0.7142857 |
| 12665 | FAM66D | family with sequence similarity 66 member D | 0.2857143 | 0.4444444 | 0.3333333 | 0.3333333 | 0.7142857 |
| 12715 | TNFRSF10C | TNF receptor superfamily member 10c | 0.0000000 | 0.6666667 | 0.6666667 | 0.3333333 | 0.7142857 |
| 12853 | NCOA2 | nuclear receptor coactivator 2 | 0.2857143 | 0.5555556 | 0.0000000 | 0.5000000 | 0.8571429 |
| 12866 | LY96 | lymphocyte antigen 96 | 0.2857143 | 0.6666667 | 0.6666667 | 0.5000000 | 0.7142857 |
| 12867 | JPH1 | junctophilin 1 | 0.2857143 | 0.5555556 | 0.3333333 | 0.5000000 | 0.7142857 |
| 12961 | OXR1 | oxidation resistance 1 | 0.2857143 | 0.3333333 | 0.3333333 | 0.5000000 | 0.7142857 |
| 12969 | TRPS1 | transcriptional repressor GATA binding 1 | 0.2857143 | 0.6666667 | 0.3333333 | 0.3333333 | 0.7142857 |
| 13038 | DENND3 | DENN domain containing 3 | 0.1428571 | 0.1111111 | 0.6666667 | 0.3333333 | 0.7142857 |
| 13106 | CBWD1 | COBW domain containing 1 | 0.2857143 | 0.4444444 | 0.3333333 | 0.5000000 | 0.7142857 |
| 13276 | TRPM6 | transient receptor potential cation channel subfamily M member 6 | 0.2857143 | 0.6666667 | 0.6666667 | 0.5000000 | 0.7142857 |
| 13391 | TMEFF1 | transmembrane protein with EGF like and two follistatin like domains 1 | 0.2857143 | 0.8888889 | 0.6666667 | 0.3333333 | 0.7142857 |
| 13518 | PIP5KL1 | phosphatidylinositol-4-phosphate 5-kinase like 1 | 0.2857143 | 0.6666667 | 0.3333333 | 0.1666667 | 0.7142857 |
| 13562 | PRRX2 | paired related homeobox 2 | 0.1428571 | 0.6666667 | 0.6666667 | 0.3333333 | 0.7142857 |
| 13570 | NCS1 | neuronal calcium sensor 1 | 0.2857143 | 0.6666667 | 0.6666667 | 0.3333333 | 0.8571429 |
| 13635 | NOTCH1 | notch receptor 1 | 0.2857143 | 0.3333333 | 0.6666667 | 0.3333333 | 0.7142857 |
write.table(closed0open3, "CD8_closed0open3.txt", sep="\t")
write.table(closed0open8, "CD8_closed0open8.txt", sep="\t")
write.table(closed0open30, "CD8_closed0open30.txt", sep="\t")
write.table(closed0open120, "CD8_closed0open120.txt", sep="\t")
Utilizamos la herramienta EnrichR:
dbs <- c( "GO_Molecular_Function_2018", "GO_Biological_Process_2018", "Panther_2016")
dfpeakcomp<-list(open0closed3$SYMBOL, open0closed8$SYMBOL, open0closed30$SYMBOL,open0closed120$SYMBOL, closed0open3$SYMBOL, closed0open8$SYMBOL, closed0open30$SYMBOL, closed0open120$SYMBOL)
enriched <- lapply(dfpeakcomp, enrichr, databases =dbs)
## Uploading data to Enrichr... Done.
## Querying GO_Molecular_Function_2018... Done.
## Querying GO_Biological_Process_2018... Done.
## Querying Panther_2016... Done.
## Parsing results... Done.
## Uploading data to Enrichr... Done.
## Querying GO_Molecular_Function_2018... Done.
## Querying GO_Biological_Process_2018... Done.
## Querying Panther_2016... Done.
## Parsing results... Done.
## Uploading data to Enrichr... Done.
## Querying GO_Molecular_Function_2018... Done.
## Querying GO_Biological_Process_2018... Done.
## Querying Panther_2016... Done.
## Parsing results... Done.
## Uploading data to Enrichr... Done.
## Querying GO_Molecular_Function_2018... Done.
## Querying GO_Biological_Process_2018... Done.
## Querying Panther_2016... Done.
## Parsing results... Done.
## Uploading data to Enrichr... Done.
## Querying GO_Molecular_Function_2018... Done.
## Querying GO_Biological_Process_2018... Done.
## Querying Panther_2016... Done.
## Parsing results... Done.
## Uploading data to Enrichr... Done.
## Querying GO_Molecular_Function_2018... Done.
## Querying GO_Biological_Process_2018... Done.
## Querying Panther_2016... Done.
## Parsing results... Done.
## No genes have been given
## Uploading data to Enrichr... Done.
## Querying GO_Molecular_Function_2018... Done.
## Querying GO_Biological_Process_2018... Done.
## Querying Panther_2016... Done.
## Parsing results... Done.
setwd("/Users/javi/Documents/Master Bioinformática UOC/Proyecto fin de máster/PEC3 ATAC-seq/CD8")
summary(enriched[[1]])
## Length Class Mode
## GO_Molecular_Function_2018 9 data.frame list
## GO_Biological_Process_2018 9 data.frame list
## Panther_2016 9 data.frame list
gofilesnames<-c("open0closed3" , "open0closed8", "open0closed30" ,"open0closed120" , "closed0open3" , "closed0open8","closed0open30", "closed0open120" )
names(enriched)<-gofilesnames
for (i in 1:length(names(enriched))){
filename<-paste("CD8_", gofilesnames[i],"enrichr", sep ="")
filename.txt<-paste("CD8_", gofilesnames[i],"enrichr.txt", sep ="")
# printEnrich(enriched[[i]], file = filename.txt ,sep = "\t", columns = c(1:9))
print("")
print(filename)
print(knitr::kable(enriched[[i]]$GO_Molecular_Function_2018[1:10,]))
print(knitr::kable(enriched[[i]]$GO_Biological_Process_2018[1:10,]))
print(knitr::kable(enriched[[i]]$Panther_2016[1:10,]))
}
## [1] ""
## [1] "CD8_open0closed3enrichr"
##
##
## Term Overlap P.value Adjusted.P.value Old.P.value Old.Adjusted.P.value Odds.Ratio Combined.Score Genes
## ----- -------------------------------------------------------------------- -------- ---------- ----------------- ------------ --------------------- ----------- --------------- ------
## 1 MAP kinase activity (GO:0004707) 1/14 0.0034954 1 0 0 285.714286 1616.08794 MAPK9
## 2 epidermal growth factor receptor binding (GO:0005154) 1/25 0.0062349 1 0 0 160.000000 812.41384 FER
## 3 non-membrane spanning protein tyrosine kinase activity (GO:0004715) 1/43 0.0107048 1 0 0 93.023256 422.05209 FER
## 4 growth factor receptor binding (GO:0070851) 1/92 0.0227915 1 0 0 43.478261 164.40735 FER
## 5 protein tyrosine kinase activity (GO:0004713) 1/147 0.0362171 1 0 0 27.210884 90.29181 FER
## 6 protein kinase activity (GO:0004672) 1/513 0.1218486 1 0 0 7.797271 16.41307 FER
## NA NA NA NA NA NA NA NA NA NA
## NA.1 NA NA NA NA NA NA NA NA NA
## NA.2 NA NA NA NA NA NA NA NA NA
## NA.3 NA NA NA NA NA NA NA NA NA
##
##
## Term Overlap P.value Adjusted.P.value Old.P.value Old.Adjusted.P.value Odds.Ratio Combined.Score Genes
## ------------------------------------------------------------- -------- ---------- ----------------- ------------ --------------------- ----------- --------------- ----------
## response to reactive oxygen species (GO:0000302) 2/60 0.0000880 0.4490051 0 0 133.33333 1245.1073 MAPK9;FER
## cellular response to reactive oxygen species (GO:0034614) 2/65 0.0001033 0.2636905 0 0 123.07692 1129.5281 MAPK9;FER
## cellular response to oxidative stress (GO:0034599) 2/115 0.0003241 0.5512392 0 0 69.56522 558.9258 MAPK9;FER
## Fc-epsilon receptor signaling pathway (GO:0038095) 2/182 0.0008088 1.0000000 0 0 43.95604 312.9628 MAPK9;FER
## Fc receptor signaling pathway (GO:0038093) 2/183 0.0008177 0.8345445 0 0 43.71585 310.7766 MAPK9;FER
## SREBP signaling pathway (GO:0032933) 1/6 0.0014992 1.0000000 0 0 666.66667 4335.2070 INSIG2
## cellular response to sterol depletion (GO:0071501) 1/7 0.0017489 1.0000000 0 0 571.42857 3627.8622 INSIG2
## cellular response to oxygen-containing compound (GO:1901701) 2/274 0.0018198 1.0000000 0 0 29.19708 184.2060 MAPK9;FER
## tyrosine phosphorylation of STAT protein (GO:0007260) 1/8 0.0019986 1.0000000 0 0 500.00000 3107.6633 FER
## regulation of leukocyte degranulation (GO:0043300) 1/9 0.0022482 1.0000000 0 0 444.44444 2710.0635 FER
##
##
## Term Overlap P.value Adjusted.P.value Old.P.value Old.Adjusted.P.value Odds.Ratio Combined.Score Genes
## ---------------------------------------------------------------- -------- ---------- ----------------- ------------ --------------------- ----------- --------------- ------
## Oxidative stress response Homo sapiens P00046 1/24 0.0059861 0.6704476 0 0 166.66667 853.0514 MAPK9
## Interferon-gamma signaling pathway Homo sapiens P00035 1/28 0.0069810 0.3909383 0 0 142.85714 709.2225 MAPK9
## FAS signaling pathway Homo sapiens P00020 1/31 0.0077267 0.2884633 0 0 129.03226 627.4934 MAPK9
## Toll receptor signaling pathway Homo sapiens P00054 1/49 0.0121912 0.3413542 0 0 81.63265 359.7583 MAPK9
## Alzheimer disease-amyloid secretase pathway Homo sapiens P00003 1/56 0.0139231 0.3118770 0 0 71.42857 305.3005 MAPK9
## B cell activation Homo sapiens P00010 1/57 0.0141703 0.2645121 0 0 70.17544 298.7093 MAPK9
## Ras Pathway Homo sapiens P04393 1/69 0.0171329 0.2741272 0 0 57.97101 235.7537 MAPK9
## T cell activation Homo sapiens P00053 1/73 0.0181189 0.2536648 0 0 54.79452 219.7698 MAPK9
## Parkinson disease Homo sapiens P00049 1/81 0.0200885 0.2499900 0 0 49.38272 192.9683 MAPK9
## TGF-beta signaling pathway Homo sapiens P00052 1/88 0.0218093 0.2442636 0 0 45.45455 173.8828 MAPK9
## [1] ""
## [1] "CD8_open0closed8enrichr"
##
##
## Term Overlap P.value Adjusted.P.value Old.P.value Old.Adjusted.P.value Odds.Ratio Combined.Score Genes
## --- -------------------------------------------------------------------- -------- ---------- ----------------- ------------ --------------------- ----------- --------------- ------
## 1 MAP kinase activity (GO:0004707) 1/14 0.0027972 1 0 0 357.142857 2099.68841 MAPK9
## 2 MHC class II protein complex binding (GO:0023026) 1/16 0.0031964 1 0 0 312.500000 1795.54545 PKM
## 3 Notch binding (GO:0005112) 1/17 0.0033959 1 0 0 294.117647 1672.11633 DLL3
## 4 MHC protein complex binding (GO:0023023) 1/19 0.0037948 1 0 0 263.157895 1466.87351 PKM
## 5 phosphotransferase activity, alcohol group as acceptor (GO:0016773) 1/254 0.0498439 1 0 0 19.685039 59.03268 PKM
## 6 cadherin binding (GO:0045296) 1/313 0.0611500 1 0 0 15.974441 44.63939 PKM
## 7 kinase binding (GO:0019900) 1/418 0.0810211 1 0 0 11.961723 30.06036 CCND2
## 8 protein kinase binding (GO:0019901) 1/495 0.0953915 1 0 0 10.101010 23.73501 CCND2
## 9 RNA binding (GO:0003723) 1/1387 0.2498708 1 0 0 3.604903 4.99932 PKM
## NA NA NA NA NA NA NA NA NA NA
##
##
## Term Overlap P.value Adjusted.P.value Old.P.value Old.Adjusted.P.value Odds.Ratio Combined.Score Genes
## --------------------------------------------------------------------------------- -------- ---------- ----------------- ------------ --------------------- ----------- --------------- ------
## positive regulation of macrophage derived foam cell differentiation (GO:0010744) 1/16 0.0031964 1 0 0 312.5000 1795.5455 MAPK9
## positive regulation of G1/S transition of mitotic cell cycle (GO:1900087) 1/16 0.0031964 1 0 0 312.5000 1795.5455 CCND2
## glycolytic process (GO:0006096) 1/23 0.0045924 1 0 0 217.3913 1170.2963 PKM
## positive regulation of cell cycle G1/S phase transition (GO:1902808) 1/23 0.0045924 1 0 0 217.3913 1170.2963 CCND2
## ATP generation from ADP (GO:0006757) 1/24 0.0047917 1 0 0 208.3333 1112.6830 PKM
## glycolytic process through glucose-6-phosphate (GO:0061620) 1/25 0.0049909 1 0 0 200.0000 1060.0262 PKM
## canonical glycolysis (GO:0061621) 1/25 0.0049909 1 0 0 200.0000 1060.0262 PKM
## glucose catabolic process to pyruvate (GO:0061718) 1/25 0.0049909 1 0 0 200.0000 1060.0262 PKM
## positive regulation of cyclin-dependent protein kinase activity (GO:1904031) 1/26 0.0051902 1 0 0 192.3077 1011.7279 CCND2
## regulation of macrophage derived foam cell differentiation (GO:0010743) 1/29 0.0057878 1 0 0 172.4138 888.2777 MAPK9
##
##
## Term Overlap P.value Adjusted.P.value Old.P.value Old.Adjusted.P.value Odds.Ratio Combined.Score Genes
## ---------------------------------------------------------------- -------- ---------- ----------------- ------------ --------------------- ----------- --------------- ------
## Pyruvate metabolism Homo sapiens P02772 1/8 0.0015991 0.1791024 0 0 625.00000 4023.9353 PKM
## Cell cycle Homo sapiens P00013 1/16 0.0031964 0.1789957 0 0 312.50000 1795.5455 CCND2
## Glycolysis Homo sapiens P00024 1/17 0.0033959 0.1267791 0 0 294.11765 1672.1163 PKM
## Oxidative stress response Homo sapiens P00046 1/24 0.0047917 0.1341665 0 0 208.33333 1112.6830 MAPK9
## Interferon-gamma signaling pathway Homo sapiens P00035 1/28 0.0055886 0.1251846 0 0 178.57143 926.2548 MAPK9
## FAS signaling pathway Homo sapiens P00020 1/31 0.0061860 0.1154717 0 0 161.29032 820.2369 MAPK9
## Notch signaling pathway Homo sapiens P00045 1/38 0.0075788 0.1212616 0 0 131.57895 642.4203 DLL3
## PI3 kinase pathway Homo sapiens P00048 1/42 0.0083741 0.1172375 0 0 119.04762 569.3584 CCND2
## Toll receptor signaling pathway Homo sapiens P00054 1/49 0.0097647 0.1215159 0 0 102.04082 472.3453 MAPK9
## Alzheimer disease-amyloid secretase pathway Homo sapiens P00003 1/56 0.0111538 0.1249222 0 0 89.28571 401.4266 MAPK9
## [1] ""
## [1] "CD8_open0closed30enrichr"
##
##
## Term Overlap P.value Adjusted.P.value Old.P.value Old.Adjusted.P.value Odds.Ratio Combined.Score Genes
## ------------------------------------------------------------------------------ -------- ---------- ----------------- ------------ --------------------- ----------- --------------- -------
## manganese ion transmembrane transporter activity (GO:0005384) 1/6 0.0029966 1.0000000 0 0 333.3333 1936.7614 ATP2C1
## vascular endothelial growth factor-activated receptor activity (GO:0005021) 1/7 0.0034952 1.0000000 0 0 285.7143 1616.1022 NRP1
## RNA polymerase I regulatory region sequence-specific DNA binding (GO:0001163) 1/8 0.0039936 1.0000000 0 0 250.0000 1380.7627 BAZ2A
## RNA polymerase I CORE element sequence-specific DNA binding (GO:0001164) 1/8 0.0039936 1.0000000 0 0 250.0000 1380.7627 BAZ2A
## hydrogen-exporting ATPase activity, phosphorylative mechanism (GO:0008553) 1/9 0.0044918 1.0000000 0 0 222.2222 1201.2204 ATP2C1
## mitogen-activated protein kinase kinase kinase binding (GO:0031435) 1/10 0.0049898 0.9572134 0 0 200.0000 1060.0712 STK38
## semaphorin receptor activity (GO:0017154) 1/11 0.0054876 0.9023129 0 0 181.8182 946.4128 NRP1
## MAP kinase activity (GO:0004707) 1/14 0.0069795 1.0000000 0 0 142.8571 709.2545 MAPK9
## calcium-transporting ATPase activity (GO:0005388) 1/14 0.0069795 0.8925971 0 0 142.8571 709.2545 ATP2C1
## ligand-dependent nuclear receptor binding (GO:0016922) 1/17 0.0084694 0.9748241 0 0 117.6471 561.3294 BAZ2A
##
##
## Term Overlap P.value Adjusted.P.value Old.P.value Old.Adjusted.P.value Odds.Ratio Combined.Score Genes
## ------------------------------------------------------------------ -------- ---------- ----------------- ------------ --------------------- ----------- --------------- ------------
## actin cytoskeleton reorganization (GO:0031532) 2/61 0.0004053 1 0 0 65.57377 512.1844 NRP1;ATP2C1
## regulation of vesicle-mediated transport (GO:0060627) 2/138 0.0020512 1 0 0 28.98551 179.4009 RIMS2;NRP1
## peptidyl-serine phosphorylation (GO:0018105) 2/145 0.0022611 1 0 0 27.58621 168.0521 MAPK9;STK38
## positive regulation of receptor binding (GO:1900122) 1/6 0.0029966 1 0 0 333.33333 1936.7614 NRP1
## positive regulation of axon guidance (GO:1902669) 1/6 0.0029966 1 0 0 333.33333 1936.7614 NRP1
## retinal ganglion cell axon guidance (GO:0031290) 1/6 0.0029966 1 0 0 333.33333 1936.7614 NRP1
## peptidyl-serine modification (GO:0018209) 2/170 0.0030905 1 0 0 23.52941 135.9861 MAPK9;STK38
## substrate-dependent cell migration, cell extension (GO:0006930) 1/7 0.0034952 1 0 0 285.71429 1616.1022 NRP1
## vascular endothelial growth factor signaling pathway (GO:0038084) 1/7 0.0034952 1 0 0 285.71429 1616.1022 NRP1
## regulation of Cdc42 protein signal transduction (GO:0032489) 1/7 0.0034952 1 0 0 285.71429 1616.1022 NRP1
##
##
## Term Overlap P.value Adjusted.P.value Old.P.value Old.Adjusted.P.value Odds.Ratio Combined.Score Genes
## ---------------------------------------------------------------- -------- ---------- ----------------- ------------ --------------------- ----------- --------------- ------
## Axon guidance mediated by semaphorins Homo sapiens P00007 1/17 0.0084694 0.9485690 0 0 117.64706 561.32936 NRP1
## Oxidative stress response Homo sapiens P00046 1/24 0.0119380 0.6685260 0 0 83.33333 369.00264 MAPK9
## Interferon-gamma signaling pathway Homo sapiens P00035 1/28 0.0139151 0.5194976 0 0 71.42857 305.34140 MAPK9
## FAS signaling pathway Homo sapiens P00020 1/31 0.0153956 0.4310780 0 0 64.51613 269.26908 MAPK9
## Notch signaling pathway Homo sapiens P00045 1/38 0.0188424 0.4220704 0 0 52.63158 209.03390 DLL3
## Toll receptor signaling pathway Homo sapiens P00054 1/49 0.0242369 0.4524216 0 0 40.81633 151.83185 MAPK9
## Alzheimer disease-amyloid secretase pathway Homo sapiens P00003 1/56 0.0276558 0.4424926 0 0 35.71429 128.14001 MAPK9
## B cell activation Homo sapiens P00010 1/57 0.0281433 0.3940065 0 0 35.08772 125.27878 MAPK9
## Ras Pathway Homo sapiens P04393 1/69 0.0339766 0.4228201 0 0 28.98551 98.03139 MAPK9
## T cell activation Homo sapiens P00053 1/73 0.0359140 0.4022371 0 0 27.39726 91.14047 MAPK9
## [1] ""
## [1] "CD8_open0closed120enrichr"
##
##
## Term Overlap P.value Adjusted.P.value Old.P.value Old.Adjusted.P.value Odds.Ratio Combined.Score Genes
## ----------------------------------------------------------------------- -------- ---------- ----------------- ------------ --------------------- ----------- --------------- -----------
## cAMP response element binding (GO:0035497) 1/7 0.0034952 1 0 0 285.71429 1616.10221 CREB3L2
## mitogen-activated protein kinase kinase kinase binding (GO:0031435) 1/10 0.0049898 1 0 0 200.00000 1060.07117 STK38
## ATP binding (GO:0005524) 2/255 0.0068112 1 0 0 15.68627 78.26183 CDK6;STK38
## MAP kinase activity (GO:0004707) 1/14 0.0069795 1 0 0 142.85714 709.25454 MAPK9
## adenyl ribonucleotide binding (GO:0032559) 2/279 0.0081043 1 0 0 14.33692 69.03747 CDK6;STK38
## protein serine/threonine kinase activity (GO:0004674) 2/368 0.0137803 1 0 0 10.86957 46.57080 CDK6;STK38
## purine ribonucleoside triphosphate binding (GO:0035639) 2/396 0.0158413 1 0 0 10.10101 41.87006 CDK6;STK38
## cyclin-dependent protein serine/threonine kinase activity (GO:0004693) 1/33 0.0163815 1 0 0 60.60606 249.18786 CDK6
## cyclin-dependent protein kinase activity (GO:0097472) 1/34 0.0168742 1 0 0 58.82353 240.11596 CDK6
## Rab guanyl-nucleotide exchange factor activity (GO:0017112) 1/51 0.0252148 1 0 0 39.21569 144.32643 DENND2D
##
##
## Term Overlap P.value Adjusted.P.value Old.P.value Old.Adjusted.P.value Odds.Ratio Combined.Score Genes
## --------------------------------------------------------------- -------- ---------- ----------------- ------------ --------------------- ----------- --------------- -----------------
## phosphorylation (GO:0016310) 3/386 0.0007739 1 0 0 15.54404 111.35935 MAPK9;CDK6;STK38
## protein phosphorylation (GO:0006468) 3/470 0.0013681 1 0 0 12.76596 84.18253 MAPK9;CDK6;STK38
## regulation of macromolecule metabolic process (GO:0060255) 2/129 0.0017958 1 0 0 31.00775 196.04101 MAPK9;CDK6
## peptidyl-serine phosphorylation (GO:0018105) 2/145 0.0022611 1 0 0 27.58621 168.05205 MAPK9;STK38
## type B pancreatic cell development (GO:0003323) 1/6 0.0029966 1 0 0 333.33333 1936.76142 CDK6
## positive regulation of microglial cell activation (GO:1903980) 1/6 0.0029966 1 0 0 333.33333 1936.76142 ITGAM
## astrocyte differentiation (GO:0048708) 1/6 0.0029966 1 0 0 333.33333 1936.76142 CDK6
## glandular epithelial cell development (GO:0002068) 1/6 0.0029966 1 0 0 333.33333 1936.76142 CDK6
## regulation of dopamine metabolic process (GO:0042053) 1/6 0.0029966 1 0 0 333.33333 1936.76142 ITGAM
## peptidyl-serine modification (GO:0018209) 2/170 0.0030905 1 0 0 23.52941 135.98605 MAPK9;STK38
##
##
## Term Overlap P.value Adjusted.P.value Old.P.value Old.Adjusted.P.value Odds.Ratio Combined.Score Genes
## -------------------------------------------------------------------------- -------- ---------- ----------------- ------------ --------------------- ----------- --------------- ------------
## Integrin signalling pathway Homo sapiens P00034 2/156 0.0026108 0.2924128 0 0 25.64103 152.51507 MAPK9;ITGAM
## Oxidative stress response Homo sapiens P00046 1/24 0.0119380 0.6685260 0 0 83.33333 369.00264 MAPK9
## Interferon-gamma signaling pathway Homo sapiens P00035 1/28 0.0139151 0.5194976 0 0 71.42857 305.34140 MAPK9
## FAS signaling pathway Homo sapiens P00020 1/31 0.0153956 0.4310780 0 0 64.51613 269.26908 MAPK9
## Transcription regulation by bZIP transcription factor Homo sapiens P00055 1/42 0.0208071 0.4660799 0 0 47.61905 184.40281 CREB3L2
## Toll receptor signaling pathway Homo sapiens P00054 1/49 0.0242369 0.4524216 0 0 40.81633 151.83185 MAPK9
## Alzheimer disease-amyloid secretase pathway Homo sapiens P00003 1/56 0.0276558 0.4424926 0 0 35.71429 128.14001 MAPK9
## B cell activation Homo sapiens P00010 1/57 0.0281433 0.3940065 0 0 35.08772 125.27878 MAPK9
## Ras Pathway Homo sapiens P04393 1/69 0.0339766 0.4228201 0 0 28.98551 98.03139 MAPK9
## T cell activation Homo sapiens P00053 1/73 0.0359140 0.4022371 0 0 27.39726 91.14047 MAPK9
## [1] ""
## [1] "CD8_closed0open3enrichr"
##
##
## Term Overlap P.value Adjusted.P.value Old.P.value Old.Adjusted.P.value Odds.Ratio Combined.Score Genes
## ----------------------------------------------------------------------- -------- ---------- ----------------- ------------ --------------------- ----------- --------------- --------------------
## RNA polymerase II repressing transcription factor binding (GO:0001103) 2/28 0.0040666 1 0 0 21.008403 115.65006 TCF7L2;TCERG1L
## phosphotransferase activity, alcohol group as acceptor (GO:0016773) 4/254 0.0109648 1 0 0 4.631774 20.90349 DGKD;GRK2;KSR1;PTK2
## repressing transcription factor binding (GO:0070491) 2/53 0.0140378 1 0 0 11.098779 47.34743 TCF7L2;TCERG1L
## kinase activity (GO:0016301) 4/280 0.0152016 1 0 0 4.201681 17.58973 DGKD;GRK2;KSR1;PTK2
## JUN kinase binding (GO:0008432) 1/6 0.0202297 1 0 0 49.019608 191.20596 PTK2
## prostaglandin E receptor activity (GO:0004957) 1/6 0.0202297 1 0 0 49.019608 191.20596 PTGER3
## malate dehydrogenase activity (GO:0016615) 1/6 0.0202297 1 0 0 49.019608 191.20596 ME1
## protein-lysine 6-oxidase activity (GO:0004720) 1/6 0.0202297 1 0 0 49.019608 191.20596 LOXL4
## protein-glutamic acid ligase activity (GO:0070739) 1/7 0.0235619 1 0 0 42.016807 157.48413 TTLL13P
## MAP kinase tyrosine/serine/threonine phosphatase activity (GO:0017017) 1/7 0.0235619 1 0 0 42.016807 157.48413 DUSP2
##
##
## Term Overlap P.value Adjusted.P.value Old.P.value Old.Adjusted.P.value Odds.Ratio Combined.Score Genes
## ----------------------------------------------------------------------------------- -------- ---------- ----------------- ------------ --------------------- ----------- --------------- -----------------
## negative regulation of cell-cell adhesion (GO:0022408) 3/31 0.0001578 0.8053974 0 0 28.46300 249.16518 JAG1;SPINT2;PTK2
## regulation of cell-cell adhesion (GO:0022407) 3/32 0.0001737 0.4432780 0 0 27.57353 238.73147 JAG1;SPINT2;PTK2
## cell surface receptor signaling pathway involved in heart development (GO:0061311) 2/14 0.0010095 1.0000000 0 0 42.01681 289.84393 JAG1;NOG
## myoblast differentiation (GO:0045445) 2/16 0.0013254 1.0000000 0 0 36.76471 243.60455 TCF7L2;JAG1
## negative regulation of cell adhesion (GO:0007162) 3/65 0.0014122 1.0000000 0 0 13.57466 89.08489 JAG1;SPINT2;PTK2
## morphogenesis of an epithelium (GO:0002009) 2/19 0.0018763 1.0000000 0 0 30.95975 194.37938 KDM2B;KDF1
## dorsal/ventral pattern formation (GO:0009953) 2/20 0.0020802 1.0000000 0 0 29.41176 181.62608 NOG;DSCAML1
## embryonic skeletal system development (GO:0048706) 2/21 0.0022941 1.0000000 0 0 28.01120 170.23517 NOG;DSCAML1
## embryonic skeletal system morphogenesis (GO:0048704) 2/21 0.0022941 1.0000000 0 0 28.01120 170.23517 NOG;DSCAML1
## limb development (GO:0060173) 2/24 0.0029954 1.0000000 0 0 24.50980 142.41856 KDF1;NOG
##
##
## Term Overlap P.value Adjusted.P.value Old.P.value Old.Adjusted.P.value Odds.Ratio Combined.Score Genes
## --------------------------------------------------------- -------- ---------- ----------------- ------------ --------------------- ----------- --------------- --------------------------------
## Wnt signaling pathway Homo sapiens P00057 5/278 0.0025556 0.2862237 0 0 5.289886 31.577870 TCF7L2;TLE2;FZD8;ARID1A;CSNK1G2
## Angiogenesis Homo sapiens P00005 3/142 0.0125471 0.7026367 0 0 6.213753 27.205470 TCF7L2;JAG1;PTK2
## Pyruvate metabolism Homo sapiens P02772 1/8 0.0268830 1.0000000 0 0 36.764706 132.950800 ME1
## Alzheimer disease-presenilin pathway Homo sapiens P00004 2/99 0.0447373 1.0000000 0 0 5.941771 18.460772 TCF7L2;FZD8
## Cadherin signaling pathway Homo sapiens P00012 2/150 0.0924229 1.0000000 0 0 3.921569 9.338747 TCF7L2;FZD8
## Integrin signalling pathway Homo sapiens P00034 2/156 0.0987269 1.0000000 0 0 3.770739 8.730762 COL6A2;PTK2
## Notch signaling pathway Homo sapiens P00045 1/38 0.1215004 1.0000000 0 0 7.739938 16.314534 JAG1
## VEGF signaling pathway Homo sapiens P00056 1/54 0.1681947 1.0000000 0 0 5.446623 9.709330 PTK2
## Parkinson disease Homo sapiens P00049 1/81 0.2415078 1.0000000 0 0 3.631082 5.159235 CSNK1G2
## CCKR signaling map ST Homo sapiens P06959 1/165 0.4312279 1.0000000 0 0 1.782531 1.499320 PTK2
## [1] ""
## [1] "CD8_closed0open8enrichr"
##
##
## Term Overlap P.value Adjusted.P.value Old.P.value Old.Adjusted.P.value Odds.Ratio Combined.Score Genes
## ----- ------------------------------------------------------- -------- ---------- ----------------- ------------ --------------------- ----------- --------------- ------
## 1 acetylcholine receptor binding (GO:0033130) 1/7 0.0027970 1 0 0 357.142857 2099.715176 NRXN1
## 2 long-chain fatty acid-CoA ligase activity (GO:0004467) 1/10 0.0039936 1 0 0 250.000000 1380.762654 ACSL6
## 3 fatty acid ligase activity (GO:0015645) 1/18 0.0071785 1 0 0 138.888889 685.647338 ACSL6
## 4 calcium channel regulator activity (GO:0005246) 1/26 0.0103545 1 0 0 96.153846 439.455183 NRXN1
## 5 calcium ion binding (GO:0005509) 1/284 0.1081293 1 0 0 8.802817 19.581231 NRXN1
## 6 metal ion binding (GO:0046872) 1/442 0.1637387 1 0 0 5.656109 10.234636 NRXN1
## 7 protein homodimerization activity (GO:0042803) 1/664 0.2367400 1 0 0 3.765060 5.424672 ACSL6
## NA NA NA NA NA NA NA NA NA NA
## NA.1 NA NA NA NA NA NA NA NA NA
## NA.2 NA NA NA NA NA NA NA NA NA
##
##
## Term Overlap P.value Adjusted.P.value Old.P.value Old.Adjusted.P.value Odds.Ratio Combined.Score Genes
## ------------------------------------------------------- -------- ---------- ----------------- ------------ --------------------- ----------- --------------- -------
## vocal learning (GO:0042297) 1/6 0.0023979 1 0 0 416.6667 2513.825 NRXN1
## imitative learning (GO:0098596) 1/6 0.0023979 1 0 0 416.6667 2513.825 NRXN1
## postsynaptic density assembly (GO:0097107) 1/7 0.0027970 1 0 0 357.1429 2099.715 NRXN1
## postsynaptic density organization (GO:0097106) 1/9 0.0035949 1 0 0 277.7778 1563.399 NRXN1
## positive regulation of synapse maturation (GO:0090129) 1/9 0.0035949 1 0 0 277.7778 1563.399 NRXN1
## postsynaptic membrane assembly (GO:0097104) 1/9 0.0035949 1 0 0 277.7778 1563.399 NRXN1
## protein localization to synapse (GO:0035418) 1/10 0.0039936 1 0 0 250.0000 1380.763 NRXN1
## regulation of synapse maturation (GO:0090128) 1/10 0.0039936 1 0 0 250.0000 1380.763 NRXN1
## postsynapse assembly (GO:0099068) 1/11 0.0043922 1 0 0 227.2727 1233.617 NRXN1
## establishment of chromosome localization (GO:0051303) 1/13 0.0051890 1 0 0 192.3077 1011.771 SPICE1
##
##
## Term Overlap P.value Adjusted.P.value Old.P.value Old.Adjusted.P.value Odds.Ratio Combined.Score Genes
## ----- ----- -------- -------- ----------------- ------------ --------------------- ----------- --------------- ------
## NA NA NA NA NA NA NA NA NA NA
## NA.1 NA NA NA NA NA NA NA NA NA
## NA.2 NA NA NA NA NA NA NA NA NA
## NA.3 NA NA NA NA NA NA NA NA NA
## NA.4 NA NA NA NA NA NA NA NA NA
## NA.5 NA NA NA NA NA NA NA NA NA
## NA.6 NA NA NA NA NA NA NA NA NA
## NA.7 NA NA NA NA NA NA NA NA NA
## NA.8 NA NA NA NA NA NA NA NA NA
## NA.9 NA NA NA NA NA NA NA NA NA
## [1] ""
## [1] "CD8_closed0open30enrichr"
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## [1] ""
## [1] "CD8_closed0open120enrichr"
##
##
## Term Overlap P.value Adjusted.P.value Old.P.value Old.Adjusted.P.value Odds.Ratio Combined.Score Genes
## -------------------------------------------------------------- -------- ---------- ----------------- ------------ --------------------- ----------- --------------- -------------------------------------------------------------------------
## small GTPase binding (GO:0031267) 4/63 0.0022108 1 0 0 7.297938 44.622659 PEX5;SORL1;RAP1GAP;FGD2
## potassium ion transmembrane transporter activity (GO:0015079) 3/38 0.0043661 1 0 0 9.074410 49.309335 KCNA2;KCNK15;SLC12A6
## actin filament binding (GO:0051015) 5/127 0.0050968 1 0 0 4.525296 23.889698 SVIL;FMNL1;ACTN1;MYO18A;CORO1A
## ligand-dependent nuclear receptor binding (GO:0016922) 2/17 0.0093932 1 0 0 13.522650 63.120683 NCOA2;ARID1A
## collagen binding (GO:0005518) 3/52 0.0104686 1 0 0 6.631300 30.234584 C1QTNF1;NID1;PODN
## nuclear hormone receptor binding (GO:0035257) 3/56 0.0128039 1 0 0 6.157635 26.834992 NCOA2;TCF7L2;TRIP6
## protein homodimerization activity (GO:0042803) 12/664 0.0135321 1 0 0 2.077275 8.937877 CDH2;ACTN1;NOG;BCL2;XCL1;PYGL;FSD1;TPD52L1;SDCBP2;CORO1A;DSCAML1;RAP1GAP
## kinase inhibitor activity (GO:0019210) 3/59 0.0147352 1 0 0 5.844535 24.649410 LRRC4;RTN4RL2;PODN
## miRNA binding (GO:0035198) 2/24 0.0183197 1 0 0 9.578544 38.312034 ZC3H12A;MATR3
## protein kinase inhibitor activity (GO:0004860) 3/67 0.0206504 1 0 0 5.146680 19.969223 LRRC4;RTN4RL2;PODN
##
##
## Term Overlap P.value Adjusted.P.value Old.P.value Old.Adjusted.P.value Odds.Ratio Combined.Score Genes
## ------------------------------------------------------------------------------------------------------- -------- ---------- ----------------- ------------ --------------------- ----------- --------------- -------------------------
## G-protein coupled acetylcholine receptor signaling pathway (GO:0007213) 3/16 0.0003335 1.0000000 0 0 21.551724 172.54336 GRK2;GNA11;CHRM5
## acetylcholine receptor signaling pathway (GO:0095500) 3/19 0.0005660 1.0000000 0 0 18.148820 135.69647 GRK2;GNA11;CHRM5
## ventricular septum morphogenesis (GO:0060412) 3/21 0.0007670 1.0000000 0 0 16.420361 117.78305 NOTCH1;NOG;SOX4
## limb development (GO:0060173) 3/24 0.0011451 1.0000000 0 0 14.367816 97.30237 KDF1;NOG;KREMEN2
## regulation of apoptotic signaling pathway (GO:2001233) 3/25 0.0012930 1.0000000 0 0 13.793103 91.73505 TMEM102;BCL2;TPD52L1
## monovalent inorganic cation homeostasis (GO:0055067) 3/26 0.0014524 1.0000000 0 0 13.262600 86.66533 SLC12A6;CYP4F12;SLC9A1
## regulation of neurogenesis (GO:0050767) 4/57 0.0015264 1.0000000 0 0 8.066142 52.30754 IGSF10;NOTCH1;SORL1;WNT3
## regulation of transcription from RNA polymerase II promoter involved in heart development (GO:1901213) 2/7 0.0015357 0.9795651 0 0 32.840722 212.76811 NOTCH1;NOG
## ventricular septum development (GO:0003281) 3/28 0.0018068 1.0000000 0 0 12.315271 77.78571 NOTCH1;NOG;SOX4
## negative regulation of glial cell differentiation (GO:0045686) 2/8 0.0020359 1.0000000 0 0 28.735632 178.07000 NOTCH1;NOG
##
##
## Term Overlap P.value Adjusted.P.value Old.P.value Old.Adjusted.P.value Odds.Ratio Combined.Score Genes
## ------------------------------------------------------------------------------------------------------ -------- ---------- ----------------- ------------ --------------------- ----------- --------------- ----------------------------------------------------------
## Wnt signaling pathway Homo sapiens P00057 9/278 0.0007560 0.0846723 0 0 3.721161 26.745718 TCF7L2;TLE2;CDH2;GNA11;NFATC2;KREMEN2;ARID1A;CSNK1G2;WNT3
## Heterotrimeric G-protein signaling pathway-Gq alpha and Go alpha mediated pathway Homo sapiens P00027 4/106 0.0138340 0.7747014 0 0 4.337454 18.567032 GRM4;GNA11;CHRM5;RAP1GAP
## Alpha adrenergic receptor signaling pathway Homo sapiens P00002 2/23 0.0168885 0.6305046 0 0 9.995003 40.790819 GNA11;ADRA1B
## Alzheimer disease-presenilin pathway Homo sapiens P00004 3/99 0.0554111 1.0000000 0 0 3.483107 10.076543 TCF7L2;NOTCH1;WNT3
## Apoptosis signaling pathway Homo sapiens P00006 3/102 0.0595454 1.0000000 0 0 3.380663 9.536903 ATF6B;TNFRSF10C;BCL2
## Inflammation mediated by chemokine and cytokine signaling pathway Homo sapiens P00031 4/188 0.0820274 1.0000000 0 0 2.445586 6.115682 COL6A2;GNA11;NFATC2;MYLK
## Cytoskeletal regulation by Rho GTPase Homo sapiens P00016 2/70 0.1240699 1.0000000 0 0 3.284072 6.853564 ENAH;MYLK
## Cadherin signaling pathway Homo sapiens P00012 3/150 0.1427209 1.0000000 0 0 2.298851 4.475550 TCF7L2;CDH2;WNT3
## Metabotropic glutamate receptor group I pathway Homo sapiens P00041 1/23 0.1821580 1.0000000 0 0 4.997501 8.510149 GNA11
## Oxidative stress response Homo sapiens P00046 1/24 0.1892814 1.0000000 0 0 4.789272 7.971841 BCL2
filename.txt
## [1] "CD8_closed0open120enrichr.txt"
Extra: ``{r lm} newz<-consecount[, 6:37] transnew<-as.data.frame(t(newz)) names(transnew)<-consecount$SYMBOL as.factor(transnew[, 1796]) Ibrutreatment<-Treatmentdaygrouped>0 forlm<-as.data.frame(cbind(as.factor(transnew[, 1796]), patientID, TreatmentDay, Ibrutreatment)) names(forlm)<-c(“Open”, “PatientID”, “Treatmentday”, “Ibrutinib”) modelplus<-lm(OpenPatientID+factor(Treatmentdaygrouped),data=forlm) modelper<-lm(OpenPatientID+Ibrutinib,data=forlm)
summary(modelplus) summary(modelper) anova(modelplus,modelper) Ibrutreatment<-Treatmentdaygrouped>0
``
newz<-consecount[, 6:37]
transnew<-as.data.frame(t(newz))
names(transnew)<-consecount$SYMBOL
Ibrutreatment<-Treatmentdaygrouped>0
Ibrucoef<-c()
Ibrusignif<-c()
for (i in 1:length(consecount$consensusIDs)){
forlm<-as.data.frame(cbind(as.factor(transnew[, i]), patientID, Ibrutreatment))
names(forlm)<-c("Open", "PatientID", "Ibrutinib")
modelibru<-lm(Open~PatientID+Ibrutinib,data=forlm)
lmcoef<- modelibru$coefficients["IbrutinibTRUE"]
prvalue<- coef(summary(modelibru))["IbrutinibTRUE","Pr(>|t|)"]
Ibrucoef<-c(Ibrucoef, lmcoef)
Ibrusignif<-c(Ibrusignif, prvalue)
}
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
## Warning in summary.lm(modelibru): essentially perfect fit: summary may be
## unreliable
scoresandlm<-as.data.frame(cbind(consecount.scores, Ibrucoef, Ibrusignif))
signif<-subset(scoresandlm, scoresandlm$"Ibrusignif"<0.05)
knitr::kable(signif[, 49:57])
| SYMBOL | GENENAME | 0 | 3 | 8 | 30 | 120 | Ibrucoef | Ibrusignif | |
|---|---|---|---|---|---|---|---|---|---|
| 15 | B3GALT6 | beta-1,3-galactosyltransferase 6 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 22 | MRPL20-AS1 | MRPL20 antisense RNA 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 25 | ATAD3B | ATPase family AAA domain containing 3B | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 32 | MIB2 | mindbomb E3 ubiquitin protein ligase 2 | 0.0000000 | 0.3333333 | 0.6666667 | 0.5000000 | 0.7142857 | 0.4476651 | 0.0234018 |
| 41 | TMEM52 | transmembrane protein 52 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 54 | TPRG1L | tumor protein p63 regulated 1 like | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 65 | RNF207 | ring finger protein 207 | 0.0000000 | 0.5555556 | 0.6666667 | 0.5000000 | 0.2857143 | 0.4798712 | 0.0307075 |
| 80 | ZBTB48 | zinc finger and BTB domain containing 48 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 90 | PARK7 | Parkinsonism associated deglycase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 106 | NMNAT1 | nicotinamide nucleotide adenylyltransferase 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 108 | UBE4B | ubiquitination factor E4B | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 116 | SRM | spermidine synthase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 131 | MFN2 | mitofusin 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 164 | SDHB | succinate dehydrogenase complex iron sulfur subunit B | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 181 | OTUD3 | OTU deubiquitinase 3 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 206 | CDC42 | cell division cycle 42 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 208 | ZBTB40 | zinc finger and BTB domain containing 40 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 252 | MTFR1L | mitochondrial fission regulator 1 like | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 255 | MIR3917 | microRNA 3917 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 264 | DHDDS | dehydrodolichyl diphosphate synthase subunit | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 271 | ARID1A | AT-rich interaction domain 1A | 0.1428571 | 0.7777778 | 0.6666667 | 0.5000000 | 0.7142857 | 0.4396135 | 0.0310733 |
| 283 | WDTC1 | WD and tetratricopeptide repeats 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 284 | TMEM222 | transmembrane protein 222 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 306 | SESN2 | sestrin 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 311 | TRNAU1AP | tRNA selenocysteine 1 associated protein 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 317 | YTHDF2 | YTH N6-methyladenosine RNA binding protein 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 351 | HDAC1 | histone deacetylase 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 366 | AZIN2 | antizyme inhibitor 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 387 | TRAPPC3 | trafficking protein particle complex 3 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 402 | GNL2 | G protein nucleolar 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 411 | INPP5B | inositol polyphosphate-5-phosphatase B | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 413 | SF3A3 | splicing factor 3a subunit 3 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 417 | RRAGC | Ras related GTP binding C | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 418 | MYCBP | MYC binding protein | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 435 | CAP1 | cyclase associated actin cytoskeleton regulatory protein 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 449 | CITED4 | Cbp/p300 interacting transactivator with Glu/Asp rich carboxy-terminal domain 4 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 463 | SLC2A1-AS1 | SLC2A1 antisense RNA 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 470 | KDM4A-AS1 | KDM4A antisense RNA 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 485 | ARMH1 | armadillo like helical domain containing 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 488 | PLK3 | polo like kinase 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 492 | EIF2B3 | eukaryotic translation initiation factor 2B subunit gamma | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 502 | AKR1A1 | aldo-keto reductase family 1 member A1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 510 | PIK3R3 | phosphoinositide-3-kinase regulatory subunit 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 556 | SLC1A7 | solute carrier family 1 member 7 | 0.7142857 | 0.4444444 | 0.3333333 | 0.5000000 | 0.5714286 | -0.3220612 | 0.0262591 |
| 575 | MYSM1 | Myb like, SWIRM and MPN domains 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 583 | TM2D1 | TM2 domain containing 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 603 | MIER1 | MIER1 transcriptional regulator | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 612 | LRRC40 | leucine rich repeat containing 40 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 616 | PTGER3 | prostaglandin E receptor 3 | 0.2857143 | 1.0000000 | 0.6666667 | 0.6666667 | 0.7142857 | 0.4557166 | 0.0169499 |
| 627 | PIGK | phosphatidylinositol glycan anchor biosynthesis class K | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 642 | PRKACB | protein kinase cAMP-activated catalytic subunit beta | 0.5714286 | 0.2222222 | 0.3333333 | 0.1666667 | 0.2857143 | -0.3784219 | 0.0347546 |
| 645 | RPF1 | ribosome production factor 1 homolog | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 647 | CTBS | chitobiase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 648 | SSX2IP | SSX family member 2 interacting protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 656 | LOC646626 | uncharacterized LOC646626 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 658 | ZNHIT6 | zinc finger HIT-type containing 6 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 660 | SH3GLB1 | SH3 domain containing GRB2 like, endophilin B1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 678 | LRRC8B | leucine rich repeat containing 8 VRAC subunit B | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 710 | ALG14 | ALG14 UDP-N-acetylglucosaminyltransferase subunit | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 713 | TLCD4-RWDD3 | TLCD4-RWDD3 readthrough | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 720 | AGL | amylo-alpha-1, 6-glucosidase, 4-alpha-glucanotransferase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 722 | MFSD14A | major facilitator superfamily domain containing 14A | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 724 | DBT | dihydrolipoamide branched chain transacylase E2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 733 | PRMT6 | protein arginine methyltransferase 6 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 743 | CLCC1 | chloride channel CLIC like 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 744 | WDR47 | WD repeat domain 47 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 746 | TMEM167B | transmembrane protein 167B | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 786 | DDX20 | DEAD-box helicase 20 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 791 | ST7L | suppression of tumorigenicity 7 like | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 794 | PPM1J | protein phosphatase, Mg2+/Mn2+ dependent 1J | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 811 | SIKE1 | suppressor of IKBKE 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 830 | EMBP1 | embigin pseudogene 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 932 | C1orf43 | chromosome 1 open reading frame 43 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 938 | UBE2Q1 | ubiquitin conjugating enzyme E2 Q1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 966 | GBA | glucosylceramidase beta | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 978 | MSTO2P | misato family member 2, pseudogene | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 980 | SYT11 | synaptotagmin 11 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1002 | IQGAP3 | IQ motif containing GTPase activating protein 3 | 0.0000000 | 0.5555556 | 0.6666667 | 0.5000000 | 0.5714286 | 0.5201288 | 0.0073961 |
| 1031 | PIGM | phosphatidylinositol glycan anchor biosynthesis class M | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1033 | IGSF8 | immunoglobulin superfamily member 8 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1035 | DCAF8 | DDB1 and CUL4 associated factor 8 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1061 | MIR5187 | microRNA 5187 | 1.0000000 | 0.7777778 | 0.6666667 | 0.6666667 | 1.0000000 | -0.2962963 | 0.0480495 |
| 1074 | UAP1 | UDP-N-acetylglucosamine pyrophosphorylase 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1076 | NUF2 | NUF2 component of NDC80 kinetochore complex | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1103 | SLC19A2 | solute carrier family 19 member 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1108 | KIFAP3 | kinesin associated protein 3 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1114 | DNM3 | dynamin 3 | 0.5714286 | 1.0000000 | 0.6666667 | 0.8333333 | 1.0000000 | 0.3188406 | 0.0171174 |
| 1120 | LOC100506023 | uncharacterized LOC100506023 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1128 | MRPS14 | mitochondrial ribosomal protein S14 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1139 | TOR1AIP1 | torsin 1A interacting protein 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1143 | ACBD6 | acyl-CoA binding domain containing 6 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1154 | DHX9 | DExH-box helicase 9 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1155 | SMG7-AS1 | SMG7 antisense RNA 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1157 | ARPC5 | actin related protein 2/3 complex subunit 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1194 | TMEM9 | transmembrane protein 9 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1219 | RABIF | RAB interacting factor | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1259 | DYRK3 | dual specificity tyrosine phosphorylation regulated kinase 3 | 0.5714286 | 1.0000000 | 0.6666667 | 0.8333333 | 1.0000000 | 0.3188406 | 0.0171174 |
| 1272 | CD46 | CD46 molecule | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1286 | SLC30A1 | solute carrier family 30 member 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1297 | FLVCR1 | feline leukemia virus subgroup C cellular receptor 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1306 | RRP15 | ribosomal RNA processing 15 homolog | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1308 | LYPLAL1 | lysophospholipase like 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1312 | RAB3GAP2 | RAB3 GTPase activating non-catalytic protein subunit 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1322 | BROX | BRO1 domain and CAAX motif containing | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1341 | LEFTY1 | left-right determination factor 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1365 | GUK1 | guanylate kinase 1 | 0.4285714 | 0.0000000 | 0.0000000 | 0.1666667 | 0.1428571 | -0.3703704 | 0.0244875 |
| 1374 | RNF187 | ring finger protein 187 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1385 | ARV1 | ARV1 homolog, fatty acid homeostasis modulator | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1398 | COA6 | cytochrome c oxidase assembly factor 6 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1409 | B3GALNT2 | beta-1,3-N-acetylgalactosaminyltransferase 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1429 | ZBTB18 | zinc finger and BTB domain containing 18 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1435 | EFCAB2 | EF-hand calcium binding domain 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1442 | ZNF669 | zinc finger protein 669 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1450 | ZNF672 | zinc finger protein 672 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1452 | PGBD2 | piggyBac transposable element derived 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1456 | GTPBP4 | GTP binding protein 4 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1457 | WDR37 | WD repeat domain 37 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1470 | GDI2 | GDP dissociation inhibitor 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1474 | RBM17 | RNA binding motif protein 17 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1483 | KIN | Kin17 DNA and RNA binding protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1484 | TAF3 | TATA-box binding protein associated factor 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1495 | UPF2 | UPF2 regulator of nonsense mediated mRNA decay | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1497 | SEC61A2 | SEC61 translocon alpha 2 subunit | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1510 | DCLRE1C | DNA cross-link repair 1C | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1511 | MEIG1 | meiosis/spermiogenesis associated 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1513 | RPP38 | ribonuclease P/MRP subunit p38 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1514 | NMT2 | N-myristoyltransferase 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1516 | MINDY3 | MINDY lysine 48 deubiquitinase 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1517 | PTER | phosphotriesterase related | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1524 | STAM | signal transducing adaptor molecule | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1531 | DNAJC1 | DnaJ heat shock protein family (Hsp40) member C1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1542 | ARHGAP21 | Rho GTPase activating protein 21 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1552 | MASTL | microtubule associated serine/threonine kinase like | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1560 | WAC-AS1 | WAC antisense RNA 1 (head to head) | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1576 | EPC1 | enhancer of polycomb homolog 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1582 | NRP1 | neuropilin 1 | 0.7142857 | 0.3333333 | 0.3333333 | 0.1666667 | 0.4285714 | -0.4621578 | 0.0335728 |
| 1584 | CUL2 | cullin 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1585 | CREM | cAMP responsive element modulator | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1594 | SEPTIN7P9 | septin 7 pseudogene 9 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1597 | ZNF33B | zinc finger protein 33B | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1615 | ZFAND4 | zinc finger AN1-type containing 4 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1619 | MAPK8 | mitogen-activated protein kinase 8 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1627 | NCOA4 | nuclear receptor coactivator 4 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1641 | TFAM | transcription factor A, mitochondrial | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1642 | CCDC6 | coiled-coil domain containing 6 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1655 | NRBF2 | nuclear receptor binding factor 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1668 | TET1 | tet methylcytosine dioxygenase 1 | 0.0000000 | 0.7777778 | 0.3333333 | 0.3333333 | 0.5714286 | 0.4959742 | 0.0200887 |
| 1702 | PSAP | prosaposin | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1706 | DDIT4 | DNA damage inducible transcript 4 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1709 | MCU | mitochondrial calcium uniporter | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1710 | P4HA1 | prolyl 4-hydroxylase subunit alpha 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1718 | PPP3CB | protein phosphatase 3 catalytic subunit beta | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1729 | VCL | vinculin | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1761 | WAPL | WAPL cohesin release factor | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1769 | CFL1P1 | cofilin 1 pseudogene 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1770 | KLLN | killin, p53 regulated DNA replication inhibitor | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1780 | IFIT1 | interferon induced protein with tetratricopeptide repeats 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1782 | IFIT5 | interferon induced protein with tetratricopeptide repeats 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1795 | CPEB3 | cytoplasmic polyadenylation element binding protein 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1804 | CEP55 | centrosomal protein 55 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1805 | FRA10AC1 | FRA10A associated CGG repeat 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1811 | SORBS1 | sorbin and SH3 domain containing 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1812 | ALDH18A1 | aldehyde dehydrogenase 18 family member A1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1821 | LCOR | ligand dependent nuclear receptor corepressor | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1830 | MMS19 | MMS19 homolog, cytosolic iron-sulfur assembly component | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1833 | MORN4 | MORN repeat containing 4 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1835 | AVPI1 | arginine vasopressin induced 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1839 | R3HCC1L | R3H domain and coiled-coil containing 1 like | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1854 | BLOC1S2 | biogenesis of lysosomal organelles complex 1 subunit 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1878 | KCNIP2 | potassium voltage-gated channel interacting protein 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1892 | NFKB2 | nuclear factor kappa B subunit 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1906 | CNNM2 | cyclin and CBS domain divalent metal cation transport mediator 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1933 | MXI1 | MAX interactor 1, dimerization protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1935 | DUSP5 | dual specificity phosphatase 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1940 | GPAM | glycerol-3-phosphate acyltransferase, mitochondrial | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1955 | TRUB1 | TruB pseudouridine synthase family member 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1961 | FAM204A | family with sequence similarity 204 member A | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 1968 | GRK5 | G protein-coupled receptor kinase 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1979 | ATE1 | arginyltransferase 1 | 0.5714286 | 1.0000000 | 0.6666667 | 0.8333333 | 1.0000000 | 0.3188406 | 0.0171174 |
| 1983 | FAM24B-CUZD1 | FAM24B-CUZD1 readthrough | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 1984 | C10orf88 | chromosome 10 open reading frame 88 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2001 | MGMT | O-6-methylguanine-DNA methyltransferase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2019 | TUBGCP2 | tubulin gamma complex associated protein 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2023 | ECHS1 | enoyl-CoA hydratase, short chain 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2046 | LOC143666 | uncharacterized LOC143666 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2089 | NAP1L4 | nucleosome assembly protein 1 like 4 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2090 | CARS1 | cysteinyl-tRNA synthetase 1 | 0.0000000 | 0.5555556 | 0.3333333 | 0.1666667 | 0.2857143 | 0.4074074 | 0.0455222 |
| 2110 | SMPD1 | sphingomyelin phosphodiesterase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2117 | TPP1 | tripeptidyl peptidase 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2119 | MRPL17 | mitochondrial ribosomal protein L17 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2134 | TMEM41B | transmembrane protein 41B | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2150 | ZBED5 | zinc finger BED-type containing 5 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2156 | ARNTL | aryl hydrocarbon receptor nuclear translocator like | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2159 | FAR1 | fatty acyl-CoA reductase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2162 | COPB1 | coatomer protein complex subunit beta 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2163 | PSMA1 | proteasome 20S subunit alpha 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2172 | NUCB2 | nucleobindin 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2193 | PRMT3 | protein arginine methyltransferase 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2196 | CCDC34 | coiled-coil domain containing 34 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2202 | ARL14EP | ADP ribosylation factor like GTPase 14 effector protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2203 | DNAJC24 | DnaJ heat shock protein family (Hsp40) member C24 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2211 | TCP11L1 | t-complex 11 like 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2212 | CSTF3 | cleavage stimulation factor subunit 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2214 | C11orf91 | chromosome 11 open reading frame 91 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2222 | ABTB2 | ankyrin repeat and BTB domain containing 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2225 | APIP | APAF1 interacting protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2239 | ACCS | 1-aminocyclopropane-1-carboxylate synthase homolog (inactive) | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2245 | PRDM11 | PR/SET domain 11 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2264 | ARHGAP1 | Rho GTPase activating protein 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2272 | MADD | MAP kinase activating death domain | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2274 | SLC39A13 | solute carrier family 39 member 13 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2287 | SSRP1 | structure specific recognition protein 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2312 | CCDC86 | coiled-coil domain containing 86 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2322 | CYB561A3 | cytochrome b561 family member A3 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2343 | EML3 | EMAP like 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2344 | B3GAT3 | beta-1,3-glucuronyltransferase 3 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2345 | GANAB | glucosidase II alpha subunit | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2365 | RTN3 | reticulon 3 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2400 | EHD1 | EH domain containing 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2428 | LTBP3 | latent transforming growth factor beta binding protein 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2431 | ZNRD2 | zinc ribbon domain containing 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2440 | KAT5 | lysine acetyltransferase 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2452 | DRAP1 | DR1 associated protein 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2459 | RAB1B | RAB1B, member RAS oncogene family | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2469 | PELI3 | pellino E3 ubiquitin protein ligase family member 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2484 | KDM2A | lysine demethylase 2A | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2486 | GRK2 | G protein-coupled receptor kinase 2 | 0.2857143 | 0.8888889 | 0.6666667 | 0.5000000 | 0.8571429 | 0.3349436 | 0.0348889 |
| 2490 | POLD4 | DNA polymerase delta 4, accessory subunit | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2493 | PPP1CA | protein phosphatase 1 catalytic subunit alpha | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2505 | CDK2AP2 | cyclin dependent kinase 2 associated protein 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2510 | NUDT8 | nudix hydrolase 8 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2513 | FAM86C2P | family with sequence similarity 86, member A pseudogene | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2550 | ARAP1 | ArfGAP with RhoGAP domain, ankyrin repeat and PH domain 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2564 | UCP2 | uncoupling protein 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2566 | PGM2L1 | phosphoglucomutase 2 like 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2567 | LIPT2 | lipoyl(octanoyl) transferase 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2582 | THAP12 | THAP domain containing 12 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2597 | KCTD21 | potassium channel tetramerization domain containing 21 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2603 | ANKRD42 | ankyrin repeat domain 42 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2606 | TMEM126A | transmembrane protein 126A | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2611 | CCDC83 | coiled-coil domain containing 83 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2612 | PICALM | phosphatidylinositol binding clathrin assembly protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2618 | TMEM135 | transmembrane protein 135 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2623 | SLC36A4 | solute carrier family 36 member 4 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2628 | MED17 | mediator complex subunit 17 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2634 | ENDOD1 | endonuclease domain containing 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2640 | CCDC82 | coiled-coil domain containing 82 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2646 | BIRC2 | baculoviral IAP repeat containing 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2685 | DIXDC1 | DIX domain containing 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2692 | PTS | 6-pyruvoyltetrahydropterin synthase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2699 | RBM7 | RNA binding motif protein 7 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2700 | REXO2 | RNA exonuclease 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2702 | CADM1 | cell adhesion molecule 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2730 | ARCN1 | archain 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2736 | CCDC84 | coiled-coil domain containing 84 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2739 | HYOU1 | hypoxia up-regulated 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2740 | VPS11 | VPS11 core subunit of CORVET and HOPS complexes | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2750 | RNF26 | ring finger protein 26 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2759 | SC5D | sterol-C5-desaturase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2761 | SORL1 | sortilin related receptor 1 | 0.1428571 | 0.6666667 | 0.6666667 | 0.5000000 | 0.7142857 | 0.4879227 | 0.0339216 |
| 2763 | CRTAM | cytotoxic and regulatory T cell molecule | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2772 | SPA17 | sperm autoantigenic protein 17 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2790 | FAM118B | family with sequence similarity 118 member B | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2791 | FOXRED1 | FAD dependent oxidoreductase domain containing 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2809 | APLP2 | amyloid beta precursor like protein 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2810 | ZBTB44 | zinc finger and BTB domain containing 44 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2813 | IGSF9B | immunoglobulin superfamily member 9B | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2814 | IGSF9B | immunoglobulin superfamily member 9B | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2833 | ADIPOR2 | adiponectin receptor 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2846 | TIGAR | TP53 induced glycolysis regulatory phosphatase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2849 | AKAP3 | A-kinase anchoring protein 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2896 | FAM86FP | family with sequence similarity 86, member A pseudogene | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2922 | MAGOHB | mago homolog B, exon junction complex subunit | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2925 | PRR4 | proline rich 4 | 0.8571429 | 0.5555556 | 0.3333333 | 0.0000000 | 0.2857143 | -0.5008052 | 0.0158960 |
| 2932 | BORCS5 | BLOC-1 related complex subunit 5 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2934 | CREBL2 | cAMP responsive element binding protein like 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2938 | DDX47 | DEAD-box helicase 47 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2966 | ST8SIA1 | ST8 alpha-N-acetyl-neuraminide alpha-2,8-sialyltransferase 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2980 | MED21 | mediator complex subunit 21 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2981 | STK38L | serine/threonine kinase 38 like | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 2991 | CAPRIN2 | caprin family member 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2993 | DDX11-AS1 | DDX11 antisense RNA 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 2995 | SINHCAF | SIN3-HDAC complex associated factor | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3015 | YAF2 | YY1 associated factor 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3025 | ARID2 | AT-rich interaction domain 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3027 | SCAF11 | SR-related CTD associated factor 11 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3047 | ASB8 | ankyrin repeat and SOCS box containing 8 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3058 | FKBP11 | FKBP prolyl isomerase 11 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3062 | PRKAG1 | protein kinase AMP-activated non-catalytic subunit gamma 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3072 | SPATS2 | spermatogenesis associated serine rich 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3079 | FMNL3 | formin like 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3100 | CSRNP2 | cysteine and serine rich nuclear protein 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3103 | DAZAP2 | DAZ associated protein 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3158 | MIR148B | microRNA 148b | 0.4285714 | 0.0000000 | 0.3333333 | 0.1666667 | 0.1428571 | -0.3462158 | 0.0452981 |
| 3186 | PA2G4 | proliferation-associated 2G4 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3213 | PTGES3 | prostaglandin E synthase 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3224 | NXPH4 | neurexophilin 4 | 0.0000000 | 0.5555556 | 0.6666667 | 0.3333333 | 0.5714286 | 0.4315620 | 0.0353835 |
| 3232 | DDIT3 | DNA damage inducible transcript 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3256 | TAFA2 | TAFA chemokine like family member 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3257 | MON2 | MON2 homolog, regulator of endosome-to-Golgi trafficking | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3265 | XPOT | exportin for tRNA | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3287 | CPSF6 | cleavage and polyadenylation specific factor 6 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3290 | CCT2 | chaperonin containing TCP1 subunit 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3296 | RAB21 | RAB21, member RAS oncogene family | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3297 | TBC1D15 | TBC1 domain family member 15 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3305 | NAP1L1 | nucleosome assembly protein 1 like 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3307 | OSBPL8 | oxysterol binding protein like 8 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3308 | ZDHHC17 | zinc finger DHHC-type containing 17 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3315 | TMTC2 | transmembrane O-mannosyltransferase targeting cadherins 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3321 | POC1B-GALNT4 | POC1B-GALNT4 readthrough | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3326 | UBE2N | ubiquitin conjugating enzyme E2 N | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3327 | MRPL42 | mitochondrial ribosomal protein L42 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3333 | CEP83-DT | CEP83 divergent transcript | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3335 | NDUFA12 | NADH:ubiquinone oxidoreductase subunit A12 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3342 | CCDC38 | coiled-coil domain containing 38 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3347 | NEDD1 | NEDD1 gamma-tubulin ring complex targeting factor | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3350 | TMPO-AS1 | TMPO antisense RNA 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3352 | IKBIP | IKBKB interacting protein | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3353 | UHRF1BP1L | UHRF1 binding protein 1 like | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3355 | DEPDC4 | DEP domain containing 4 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3363 | PARPBP | PARP1 binding protein | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3401 | CORO1C | coronin 1C | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3419 | ARPC3 | actin related protein 2/3 complex subunit 3 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3433 | MAPKAPK5-AS1 | MAPKAPK5 antisense RNA 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3434 | ERP29 | endoplasmic reticulum protein 29 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3449 | PLBD2 | phospholipase B domain containing 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3450 | RBM19 | RNA binding motif protein 19 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3470 | PRKAB1 | protein kinase AMP-activated non-catalytic subunit beta 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3482 | NRAV | negative regulator of antiviral response | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3498 | CAMKK2 | calcium/calmodulin dependent protein kinase kinase 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3501 | RNF34 | ring finger protein 34 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3540 | SBNO1 | strawberry notch homolog 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3541 | KMT5A | lysine methyltransferase 5A | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3548 | EIF2B1 | eukaryotic translation initiation factor 2B subunit alpha | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3563 | RAN | RAN, member RAS oncogene family | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3578 | CHFR | checkpoint with forkhead and ring finger domains | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3581 | ZMYM5 | zinc finger MYM-type containing 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3589 | EEF1AKMT1 | EEF1A lysine methyltransferase 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3593 | SKA3 | spindle and kinetochore associated complex subunit 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3598 | SACS | sacsin molecular chaperone | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3611 | CENPJ | centromere protein J | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3617 | USP12 | ubiquitin specific peptidase 12 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3622 | POMP | proteasome maturation protein | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3623 | SLC46A3 | solute carrier family 46 member 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3624 | SLC7A1 | solute carrier family 7 member 1 | 0.5714286 | 1.0000000 | 0.6666667 | 0.8333333 | 1.0000000 | 0.3188406 | 0.0171174 |
| 3629 | USPL1 | ubiquitin specific peptidase like 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3637 | BRCA2 | BRCA2 DNA repair associated | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3647 | ALG5 | ALG5 dolichyl-phosphate beta-glucosyltransferase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3649 | SUPT20H | SPT20 homolog, SAGA complex component | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3656 | TPTE2P5 | transmembrane phosphoinositide 3-phosphatase and tensin homolog 2 pseudogene 5 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3668 | DNAJC15 | DnaJ heat shock protein family (Hsp40) member C15 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3674 | NUFIP1 | nuclear FMR1 interacting protein 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3677 | SLC25A30 | solute carrier family 25 member 30 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3698 | ARL11 | ADP ribosylation factor like GTPase 11 | 0.0000000 | 0.4444444 | 0.3333333 | 0.3333333 | 0.5714286 | 0.4476651 | 0.0037328 |
| 3704 | DLEU2 | deleted in lymphocytic leukemia 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3717 | SUGT1 | SGT1 homolog, MIS12 kinetochore complex assembly cochaperone | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3725 | KLF5 | Kruppel like factor 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3728 | COMMD6 | COMM domain containing 6 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3737 | MYCBP2 | MYC binding protein 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3738 | MIR3665 | microRNA 3665 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3748 | TGDS | TDP-glucose 4,6-dehydratase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3749 | GPR180 | G protein-coupled receptor 180 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3753 | DNAJC3 | DnaJ heat shock protein family (Hsp40) member C3 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3759 | UBAC2-AS1 | UBAC2 antisense RNA 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3765 | CLYBL | citrate lyase beta like | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3769 | TMTC4 | transmembrane O-mannosyltransferase targeting cadherins 4 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3779 | LIG4 | DNA ligase 4 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3784 | CARS2 | cysteinyl-tRNA synthetase 2, mitochondrial | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3833 | MRPL52 | mitochondrial ribosomal protein L52 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3864 | PSME1 | proteasome activator subunit 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3867 | IRF9 | interferon regulatory factor 9 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3872 | MDP1 | magnesium dependent phosphatase 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3874 | TINF2 | TERF1 interacting nuclear factor 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3888 | SCFD1 | sec1 family domain containing 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3893 | HEATR5A | HEAT repeat containing 5A | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3894 | DTD2 | D-aminoacyl-tRNA deacylase 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3906 | NFKBIA | NFKB inhibitor alpha | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3918 | FBXO33 | F-box protein 33 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3932 | KLHDC2 | kelch domain containing 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 3938 | VCPKMT | valosin containing protein lysine methyltransferase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3940 | DMAC2L | distal membrane arm assembly complex 2 like | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3946 | NIN | ninein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3947 | PYGL | glycogen phosphorylase L | 0.1428571 | 0.6666667 | 0.6666667 | 0.3333333 | 0.7142857 | 0.4154589 | 0.0402135 |
| 3961 | STYX | serine/threonine/tyrosine interacting protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3981 | TMEM260 | transmembrane protein 260 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3983 | NAA30 | N(alpha)-acetyltransferase 30, NatC catalytic subunit | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3994 | L3HYPDH | trans-L-3-hydroxyproline dehydratase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 3996 | RTN1 | reticulon 1 | 0.4285714 | 0.0000000 | 0.3333333 | 0.0000000 | 0.1428571 | -0.3945250 | 0.0091218 |
| 4020 | ZBTB1 | zinc finger and BTB domain containing 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4026 | CHURC1-FNTB | CHURC1-FNTB readthrough | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4030 | FUT8 | fucosyltransferase 8 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4032 | MPP5 | membrane palmitoylated protein 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4054 | LOC100289511 | uncharacterized LOC100289511 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4060 | PCNX1 | pecanex 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4075 | MIR4505 | microRNA 4505 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4098 | FOS | Fos proto-oncogene, AP-1 transcription factor subunit | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4143 | CALM1 | calmodulin 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4160 | TRIP11 | thyroid hormone receptor interactor 11 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4168 | GOLGA5 | golgin A5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4187 | AK7 | adenylate kinase 7 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4193 | CCDC85C | coiled-coil domain containing 85C | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4211 | HSP90AA1 | heat shock protein 90 alpha family class A member 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4215 | CINP | cyclin dependent kinase 2 interacting protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4222 | MARK3 | microtubule affinity regulating kinase 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4248 | PACS2 | phosphofurin acidic cluster sorting protein 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4270 | NSMCE3 | NSE3 homolog, SMC5-SMC6 complex component | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4285 | LPCAT4 | lysophosphatidylcholine acyltransferase 4 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4287 | ZNF770 | zinc finger protein 770 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4298 | FSIP1 | fibrous sheath interacting protein 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4304 | BMF | Bcl2 modifying factor | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4315 | IVD | isovaleryl-CoA dehydrogenase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4330 | CHAC1 | ChaC glutathione specific gamma-glutamylcyclotransferase 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4348 | EHD4 | EH domain containing 4 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4357 | UBR1 | ubiquitin protein ligase E3 component n-recognin 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4374 | EIF3J-DT | EIF3J divergent transcript | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4401 | GALK2 | galactokinase 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4407 | USP8 | ubiquitin specific peptidase 8 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4408 | TRPM7 | transient receptor potential cation channel subfamily M member 7 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4427 | C15orf65 | chromosome 15 open reading frame 65 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4433 | MNS1 | meiosis specific nuclear structural 1 | 0.1428571 | 0.5555556 | 0.3333333 | 0.5000000 | 0.5714286 | 0.4074074 | 0.0169845 |
| 4436 | POLR2M | RNA polymerase II subunit M | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4440 | MINDY2 | MINDY lysine 48 deubiquitinase 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4447 | BNIP2 | BCL2 interacting protein 2 | 0.5714286 | 0.3333333 | 0.0000000 | 0.3333333 | 0.1428571 | -0.3800322 | 0.0322062 |
| 4448 | BNIP2 | BCL2 interacting protein 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4480 | CLPX | caseinolytic mitochondrial matrix peptidase chaperone subunit | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4488 | RAB11A | RAB11A, member RAS oncogene family | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4524 | ADPGK-AS1 | ADPGK antisense RNA 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4536 | CLK3 | CDC like kinase 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4547 | SCAMP2 | secretory carrier membrane protein 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4550 | COX5A | cytochrome c oxidase subunit 5A | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4563 | SNUPN | snurportin 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4583 | IDH3A | isocitrate dehydrogenase (NAD(+)) 3 catalytic subunit alpha | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4597 | ST20-MTHFS | ST20-MTHFS readthrough | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4630 | PDE8A | phosphodiesterase 8A | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4634 | KLHL25 | kelch like family member 25 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4635 | MRPL46 | mitochondrial ribosomal protein L46 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4636 | DET1 | DET1 partner of COP1 E3 ubiquitin ligase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4655 | MESP2 | mesoderm posterior bHLH transcription factor 2 | 0.0000000 | 0.5555556 | 0.6666667 | 0.5000000 | 0.5714286 | 0.4879227 | 0.0209664 |
| 4700 | CHSY1 | chondroitin sulfate synthase 1 | 0.5714286 | 1.0000000 | 0.6666667 | 0.8333333 | 1.0000000 | 0.3188406 | 0.0171174 |
| 4746 | C16orf91 | chromosome 16 open reading frame 91 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4758 | MSRB1 | methionine sulfoxide reductase B1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4761 | TBL3 | transducin beta like 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4771 | PGP | phosphoglycolate phosphatase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4772 | E4F1 | E4F transcription factor 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4781 | MIR3178 | microRNA 3178 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4794 | FLYWCH1 | FLYWCH-type zinc finger 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4795 | KREMEN2 | kringle containing transmembrane protein 2 | 0.0000000 | 0.4444444 | 0.3333333 | 0.1666667 | 0.7142857 | 0.4090177 | 0.0305731 |
| 4800 | HCFC1R1 | host cell factor C1 regulator 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4809 | ZNF263 | zinc finger protein 263 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4823 | LINC01569 | long intergenic non-protein coding RNA 1569 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4828 | CORO7-PAM16 | CORO7-PAM16 readthrough | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4861 | RMI2 | RecQ mediated genome instability 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4868 | GSPT1 | G1 to S phase transition 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4899 | CCP110 | centriolar coiled-coil protein 110 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4926 | EARS2 | glutamyl-tRNA synthetase 2, mitochondrial | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4927 | NDUFAB1 | NADH:ubiquinone oxidoreductase subunit AB1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 4934 | ARHGAP17 | Rho GTPase activating protein 17 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4944 | KIAA0556 | KIAA0556 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 4972 | MAZ | MYC associated zinc finger protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5001 | ZNF48 | zinc finger protein 48 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5016 | SRCAP | Snf2 related CREBBP activator protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5042 | ITGAM | integrin subunit alpha M | 0.7142857 | 0.4444444 | 0.3333333 | 0.5000000 | 0.2857143 | -0.4025765 | 0.0412722 |
| 5053 | C16orf87 | chromosome 16 open reading frame 87 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5055 | DNAJA2 | DnaJ heat shock protein family (Hsp40) member A2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5077 | RBL2 | RB transcriptional corepressor like 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5082 | CRNDE | colorectal neoplasia differentially expressed | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5101 | HERPUD1 | homocysteine inducible ER protein with ubiquitin like domain 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5102 | NLRC5 | NLR family CARD domain containing 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5109 | COQ9 | coenzyme Q9 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5119 | ZNF319 | zinc finger protein 319 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5162 | ATP6V0D1 | ATPase H+ transporting V0 subunit d1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5177 | PSKH1 | protein serine kinase H1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5184 | NFATC3 | nuclear factor of activated T cells 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5187 | PRMT7 | protein arginine methyltransferase 7 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5198 | NIP7 | nucleolar pre-rRNA processing protein NIP7 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5210 | DDX19B | DEAD-box helicase 19B | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5213 | ST3GAL2 | ST3 beta-galactoside alpha-2,3-sialyltransferase 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5218 | CMTR2 | cap methyltransferase 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5229 | IST1 | IST1 factor associated with ESCRT-III | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5248 | TMEM231 | transmembrane protein 231 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5252 | KARS1 | lysyl-tRNA synthetase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5264 | GAN | gigaxonin | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5268 | MPHOSPH6 | M-phase phosphoprotein 6 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5269 | HSBP1 | heat shock factor binding protein 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5271 | MBTPS1 | membrane bound transcription factor peptidase, site 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5286 | GINS2 | GINS complex subunit 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5302 | MIR5189 | microRNA 5189 | 0.0000000 | 0.4444444 | 0.6666667 | 0.1666667 | 0.2857143 | 0.3268921 | 0.0468408 |
| 5329 | SPATA2L | spermatogenesis associated 2 like | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5365 | SLC43A2 | solute carrier family 43 member 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5401 | ANKFY1 | ankyrin repeat and FYVE domain containing 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5402 | UBE2G1 | ubiquitin conjugating enzyme E2 G1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5423 | LOC100130950 | uncharacterized LOC100130950 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5437 | ALOX15P1 | arachidonate 15-lipoxygenase pseudogene 1 | 0.1428571 | 0.5555556 | 0.6666667 | 0.5000000 | 0.5714286 | 0.4637681 | 0.0310063 |
| 5447 | DLG4 | discs large MAGUK scaffold protein 4 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5449 | DLG4 | discs large MAGUK scaffold protein 4 | 0.0000000 | 0.5555556 | 0.3333333 | 0.3333333 | 0.4285714 | 0.4025765 | 0.0200637 |
| 5474 | MPDU1 | mannose-P-dolichol utilization defect 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5479 | WRAP53 | WD repeat containing antisense to TP53 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5496 | BORCS6 | BLOC-1 related complex subunit 6 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5543 | MPRIP | myosin phosphatase Rho interacting protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5547 | COPS3 | COP9 signalosome subunit 3 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5558 | GID4 | GID complex subunit 4 homolog | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5577 | B9D1 | B9 domain containing 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5578 | B9D1 | B9 domain containing 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5589 | DHRS7B | dehydrogenase/reductase 7B | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5590 | TMEM11 | transmembrane protein 11 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5592 | MAP2K3 | mitogen-activated protein kinase kinase 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5602 | TMEM199 | transmembrane protein 199 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5605 | SLC46A1 | solute carrier family 46 member 1 | 0.0000000 | 0.6666667 | 0.6666667 | 0.3333333 | 0.7142857 | 0.5442834 | 0.0053166 |
| 5607 | PIGS | phosphatidylinositol glycan anchor biosynthesis class S | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5608 | ALDOC | aldolase, fructose-bisphosphate C | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5618 | FAM222B | family with sequence similarity 222 member B | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5635 | ANKRD13B | ankyrin repeat domain 13B | 0.5714286 | 1.0000000 | 0.6666667 | 0.8333333 | 1.0000000 | 0.3188406 | 0.0171174 |
| 5642 | CPD | carboxypeptidase D | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5654 | RAB11FIP4 | RAB11 family interacting protein 4 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5657 | UTP6 | UTP6 small subunit processome component | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5665 | PSMD11 | proteasome 26S subunit, non-ATPase 11 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5694 | GGNBP2 | gametogenetin binding protein 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5742 | ORMDL3 | ORMDL sphingolipid biosynthesis regulator 3 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5770 | ACLY | ATP citrate lyase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5771 | TTC25 | tetratricopeptide repeat domain 25 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5859 | PLEKHM1 | pleckstrin homology and RUN domain containing M1 | 0.0000000 | 0.5555556 | 0.6666667 | 0.5000000 | 0.5714286 | 0.5523349 | 0.0122499 |
| 5862 | KANSL1 | KAT8 regulatory NSL complex subunit 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5887 | CBX1 | chromobox 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5888 | SNX11 | sorting nexin 11 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5910 | SPOP | speckle type BTB/POZ protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 5934 | TOB1 | transducer of ERBB2, 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5943 | NOG | noggin | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 0.7142857 | 0.3365539 | 0.0432522 |
| 5974 | TRIM37 | tripartite motif containing 37 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5980 | CLTC | clathrin heavy chain | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 5986 | USP32 | ubiquitin specific peptidase 32 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6030 | GNA13 | G protein subunit alpha 13 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6039 | NOL11 | nucleolar protein 11 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6051 | WIPI1 | WD repeat domain, phosphoinositide interacting 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6053 | ABCA5 | ATP binding cassette subfamily A member 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6069 | RAB37 | RAB37, member RAS oncogene family | 0.0000000 | 0.4444444 | 0.6666667 | 0.1666667 | 0.7142857 | 0.5136876 | 0.0145615 |
| 6081 | ATP5PD | ATP synthase peripheral stalk subunit d | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6097 | MYO15B | myosin XVB | 0.0000000 | 0.3333333 | 0.6666667 | 0.3333333 | 0.5714286 | 0.4315620 | 0.0353835 |
| 6123 | AANAT | aralkylamine N-acetyltransferase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6132 | SRSF2 | serine and arginine rich splicing factor 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6160 | USP36 | ubiquitin specific peptidase 36 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6206 | DCXR | dicarbonyl and L-xylulose reductase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6223 | FOXK2 | forkhead box K2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6233 | USP14 | ubiquitin specific peptidase 14 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6234 | THOC1 | THO complex 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6250 | L3MBTL4 | L3MBTL histone methyl-lysine binding protein 4 | 0.1428571 | 0.5555556 | 0.3333333 | 0.3333333 | 0.5714286 | 0.3832528 | 0.0128298 |
| 6257 | ANKRD12 | ankyrin repeat domain 12 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6268 | IMPA2 | inositol monophosphatase 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6280 | FAM210A | family with sequence similarity 210 member A | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6283 | ESCO1 | establishment of sister chromatid cohesion N-acetyltransferase 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6287 | MIB1 | mindbomb E3 ubiquitin protein ligase 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6294 | NPC1 | NPC intracellular cholesterol transporter 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6312 | TRAPPC8 | trafficking protein particle complex 8 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6314 | RNF138 | ring finger protein 138 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6320 | ZNF397 | zinc finger protein 397 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6326 | C18orf21 | chromosome 18 open reading frame 21 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6327 | RPRD1A | regulation of nuclear pre-mRNA domain containing 1A | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6364 | ME2 | malic enzyme 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6370 | POLI | DNA polymerase iota | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6371 | C18orf54 | chromosome 18 open reading frame 54 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6372 | RAB27B | RAB27B, member RAS oncogene family | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6377 | TXNL1 | thioredoxin like 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6382 | LOC100505549 | uncharacterized LOC100505549 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6390 | SEC11C | SEC11 homolog C, signal peptidase complex subunit | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6391 | LMAN1 | lectin, mannose binding 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6392 | PMAIP1 | phorbol-12-myristate-13-acetate-induced protein 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6396 | ZCCHC2 | zinc finger CCHC-type containing 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6403 | SERPINB8 | serpin family B member 8 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6405 | TMX3 | thioredoxin related transmembrane protein 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6415 | LINC00909 | long intergenic non-protein coding RNA 909 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6423 | ATP9B | ATPase phospholipid transporting 9B (putative) | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6442 | BSG | basigin (Ok blood group) | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6445 | FGF22 | fibroblast growth factor 22 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6469 | STK11 | serine/threonine kinase 11 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6489 | ATP8B3 | ATPase phospholipid transporting 8B3 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6490 | REXO1 | RNA exonuclease 1 homolog | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6495 | SCAMP4 | secretory carrier membrane protein 4 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6498 | BTBD2 | BTB domain containing 2 | 0.2857143 | 0.7777778 | 0.6666667 | 0.5000000 | 1.0000000 | 0.3349436 | 0.0348889 |
| 6500 | MKNK2 | MAPK interacting serine/threonine kinase 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6512 | TIMM13 | translocase of inner mitochondrial membrane 13 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6519 | THOP1 | thimet oligopeptidase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6539 | FZR1 | fizzy and cell division cycle 20 related 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6556 | PIAS4 | protein inhibitor of activated STAT 4 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6565 | FSD1 | fibronectin type III and SPRY domain containing 1 | 0.2857143 | 0.8888889 | 0.6666667 | 0.5000000 | 0.7142857 | 0.3752013 | 0.0313950 |
| 6587 | LOC100128568 | uncharacterized LOC100128568 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6592 | GTF2F1 | general transcription factor IIF subunit 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6608 | ZNF557 | zinc finger protein 557 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6635 | HNRNPM | heterogeneous nuclear ribonucleoprotein M | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6638 | ADAMTS10 | ADAM metallopeptidase with thrombospondin type 1 motif 10 | 0.2857143 | 0.8888889 | 0.6666667 | 0.5000000 | 0.8571429 | 0.3832528 | 0.0103448 |
| 6669 | MIR1181 | microRNA 1181 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6690 | CARM1 | coactivator associated arginine methyltransferase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6692 | SMARCA4 | SWI/SNF related, matrix associated, actin dependent regulator of chromatin, subfamily a, member 4 | 0.5714286 | 1.0000000 | 0.6666667 | 0.8333333 | 1.0000000 | 0.3188406 | 0.0171174 |
| 6721 | ZNF844 | zinc finger protein 844 | 0.0000000 | 0.5555556 | 0.3333333 | 0.1666667 | 0.4285714 | 0.4074074 | 0.0196710 |
| 6729 | ZNF442 | zinc finger protein 442 | 0.2857143 | 0.6666667 | 1.0000000 | 0.5000000 | 0.7142857 | 0.4122383 | 0.0323027 |
| 6737 | DHPS | deoxyhypusine synthase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6763 | CCDC130 | coiled-coil domain containing 130 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6779 | ADGRE5 | adhesion G protein-coupled receptor E5 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6790 | ILVBL | ilvB acetolactate synthase like | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6816 | MYO9B | myosin IXB | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6837 | COLGALT1 | collagen beta(1-O)galactosyltransferase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6845 | ARRDC2 | arrestin domain containing 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6885 | PBX4 | PBX homeobox 4 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6902 | ZNF85 | zinc finger protein 85 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6919 | ZNF91 | zinc finger protein 91 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6920 | ZNF675 | zinc finger protein 675 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6929 | POP4 | POP4 homolog, ribonuclease P/MRP subunit | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 6938 | PDCD5 | programmed cell death 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6981 | KMT2B | lysine methyltransferase 2B | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 6983 | U2AF1L4 | U2 small nuclear RNA auxiliary factor 1 like 4 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7004 | ZNF260 | zinc finger protein 260 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7005 | ZNF529 | zinc finger protein 529 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7015 | ZNF420 | zinc finger protein 420 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7035 | YIF1B | Yip1 interacting factor homolog B, membrane trafficking protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7040 | FAM98C | family with sequence similarity 98 member C | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7059 | SAMD4B | sterile alpha motif domain containing 4B | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7068 | DLL3 | delta like canonical Notch ligand 3 | 0.8571429 | 0.4444444 | 0.0000000 | 0.0000000 | 0.4285714 | -0.6167472 | 0.0063073 |
| 7082 | C19orf47 | chromosome 19 open reading frame 47 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7125 | ZNF526 | zinc finger protein 526 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7134 | CEACAM1 | CEA cell adhesion molecule 1 | 0.0000000 | 0.5555556 | 0.6666667 | 0.3333333 | 0.4285714 | 0.4492754 | 0.0249265 |
| 7139 | XRCC1 | X-ray repair cross complementing 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7185 | ERCC1 | ERCC excision repair 1, endonuclease non-catalytic subunit | 0.4285714 | 0.2222222 | 0.0000000 | 0.0000000 | 0.0000000 | -0.3301127 | 0.0281008 |
| 7189 | RTN2 | reticulon 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7192 | VASP | vasodilator stimulated phosphoprotein | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7209 | MYPOP | Myb related transcription factor, partner of profilin | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7216 | DACT3-AS1 | DACT3 antisense RNA 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7231 | CCDC9 | coiled-coil domain containing 9 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7232 | INAFM1 | InaF motif containing 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7236 | NAPA-AS1 | NAPA antisense RNA 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7246 | CARD8-AS1 | CARD8 antisense RNA 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7251 | SYNGR4 | synaptogyrin 4 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7259 | SPHK2 | sphingosine kinase 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7282 | SNRNP70 | small nuclear ribonucleoprotein U1 subunit 70 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7284 | C19orf73 | chromosome 19 open reading frame 73 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7285 | PPFIA3 | PTPRF interacting protein alpha 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7291 | CCDC155 | coiled-coil domain containing 155 | 0.0000000 | 0.5555556 | 0.6666667 | 0.3333333 | 0.7142857 | 0.6328502 | 0.0022437 |
| 7300 | MIR150 | microRNA 150 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7324 | POLD1 | DNA polymerase delta 1, catalytic subunit | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7328 | C19orf48 | chromosome 19 open reading frame 48 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7363 | ZNF611 | zinc finger protein 611 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7370 | ZNF816-ZNF321P | ZNF816-ZNF321P readthrough | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7373 | ZNF347 | zinc finger protein 347 | 0.0000000 | 0.6666667 | 0.6666667 | 0.1666667 | 0.2857143 | 0.4476651 | 0.0154662 |
| 7407 | RDH13 | retinol dehydrogenase 13 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7475 | ZSCAN18 | zinc finger and SCAN domain containing 18 | 0.2857143 | 1.0000000 | 0.6666667 | 0.3333333 | 0.8571429 | 0.4718196 | 0.0250422 |
| 7483 | A1BG | alpha-1-B glycoprotein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7495 | MZF1-AS1 | MZF1 antisense RNA 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7505 | RNASEH1-AS1 | RNASEH1 antisense RNA 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7518 | ADAM17 | ADAM metallopeptidase domain 17 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7530 | ODC1 | ornithine decarboxylase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7539 | TRIB2 | tribbles pseudokinase 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7546 | RDH14 | retinol dehydrogenase 14 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7547 | MIR4757 | microRNA 4757 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7554 | PUM2 | pumilio RNA binding family member 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7555 | RHOB | ras homolog family member B | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7556 | HS1BP3 | HCLS1 binding protein 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7570 | PTRHD1 | peptidyl-tRNA hydrolase domain containing 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7573 | DNAJC27 | DnaJ heat shock protein family (Hsp40) member C27 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7574 | EFR3B | EFR3 homolog B | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7579 | ASXL2 | ASXL transcriptional regulator 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7581 | RAB10 | RAB10, member RAS oncogene family | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7611 | BABAM2-AS1 | BABAM2 antisense RNA 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7616 | SPDYA | speedy/RINGO cell cycle regulator family member A | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7618 | WDR43 | WD repeat domain 43 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7623 | LBH | LBH regulator of WNT signaling pathway | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7628 | MEMO1 | mediator of cell motility 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7629 | SPAST | spastin | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7631 | YIPF4 | Yip1 domain family member 4 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7660 | PKDCC | protein kinase domain containing, cytoplasmic | 0.0000000 | 0.5555556 | 0.3333333 | 0.5000000 | 0.2857143 | 0.4106280 | 0.0464990 |
| 7667 | THADA | THADA armadillo repeat containing | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7685 | STPG4 | sperm-tail PG-rich repeat containing 4 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7686 | MSH2 | mutS homolog 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7690 | FOXN2 | forkhead box N2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7713 | VRK2 | VRK serine/threonine kinase 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7718 | KIAA1841 | KIAA1841 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7721 | USP34 | ubiquitin specific peptidase 34 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7735 | PELI1 | pellino E3 ubiquitin protein ligase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7744 | ACTR2 | actin related protein 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7772 | PCBP1-AS1 | PCBP1 antisense RNA 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7784 | TEX261 | testis expressed 261 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7785 | NAGK | N-acetylglucosamine kinase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7798 | SMYD5 | SMYD family member 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7802 | ALMS1 | ALMS1 centrosome and basal body associated protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7805 | STAMBP | STAM binding protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7811 | MTHFD2 | methylenetetrahydrofolate dehydrogenase (NADP+ dependent) 2, methenyltetrahydrofolate cyclohydrolase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7858 | IMMT | inner membrane mitochondrial protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7884 | SNRNP200 | small nuclear ribonucleoprotein U5 subunit 200 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7893 | CNNM3 | cyclin and CBS domain divalent metal cation transport mediator 3 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7899 | ACTR1B | actin related protein 1B | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7909 | C2orf15 | chromosome 2 open reading frame 15 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7912 | TXNDC9 | thioredoxin domain containing 9 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7913 | REV1 | REV1 DNA directed polymerase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7918 | RPL31 | ribosomal protein L31 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7920 | CNOT11 | CCR4-NOT transcription complex subunit 11 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7930 | MRPS9 | mitochondrial ribosomal protein S9 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7938 | GCC2 | GRIP and coiled-coil domain containing 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7948 | BUB1 | BUB1 mitotic checkpoint serine/threonine kinase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7951 | ANAPC1 | anaphase promoting complex subunit 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7953 | TMEM87B | transmembrane protein 87B | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7954 | ZC3H8 | zinc finger CCCH-type containing 8 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7955 | ZC3H6 | zinc finger CCCH-type containing 6 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7971 | INSIG2 | insulin induced gene 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 7974 | C2orf76 | chromosome 2 open reading frame 76 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7980 | RALB | RAS like proto-oncogene B | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7984 | TSN | translin | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 7989 | MIR4783 | microRNA 4783 | 0.0000000 | 0.3333333 | 0.3333333 | 0.1666667 | 0.5714286 | 0.4154589 | 0.0452981 |
| 8037 | EPC2 | enhancer of polycomb homolog 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8040 | RBM43 | RNA binding motif protein 43 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8045 | STAM2 | signal transducing adaptor molecule 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8046 | FMNL2 | formin like 2 | 0.0000000 | 0.5555556 | 0.6666667 | 0.5000000 | 0.5714286 | 0.4975845 | 0.0118317 |
| 8057 | WDSUB1 | WD repeat, sterile alpha motif and U-box domain containing 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8060 | BAZ2B | bromodomain adjacent to zinc finger domain 2B | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8067 | PSMD14 | proteasome 26S subunit, non-ATPase 14 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8089 | PHOSPHO2-KLHL23 | PHOSPHO2-KLHL23 readthrough | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8091 | SSB | small RNA binding exonuclease protection factor La | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8094 | UBR3 | ubiquitin protein ligase E3 component n-recognin 3 | 0.5714286 | 0.0000000 | 0.3333333 | 0.3333333 | 0.2857143 | -0.4041868 | 0.0336518 |
| 8104 | METTL8 | methyltransferase like 8 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8107 | HAT1 | histone acetyltransferase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8115 | SP3 | Sp3 transcription factor | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8116 | OLA1 | Obg like ATPase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8125 | ATP5MC3 | ATP synthase membrane subunit c locus 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8126 | LNPK | lunapark, ER junction formation factor | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8131 | NFE2L2 | nuclear factor, erythroid 2 like 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8147 | ITGA4 | integrin subunit alpha 4 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8177 | SLC39A10 | solute carrier family 39 member 10 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8178 | DNAH7 | dynein axonemal heavy chain 7 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8231 | BMPR2 | bone morphogenetic protein receptor type 2 | 0.5714286 | 1.0000000 | 0.6666667 | 1.0000000 | 0.8571429 | 0.3091787 | 0.0291497 |
| 8248 | KLF7 | Kruppel like factor 7 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8255 | IDH1-AS1 | IDH1 antisense RNA 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8256 | PIKFYVE | phosphoinositide kinase, FYVE-type zinc finger containing | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8263 | LANCL1 | LanC like 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8266 | BARD1 | BRCA1 associated RING domain 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8272 | XRCC5 | X-ray repair cross complementing 5 | 0.4285714 | 0.1111111 | 0.0000000 | 0.0000000 | 0.1428571 | -0.2979066 | 0.0497855 |
| 8299 | NHEJ1 | non-homologous end joining factor 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8309 | DNPEP | aspartyl aminopeptidase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8310 | SPEG | striated muscle enriched protein kinase | 0.0000000 | 0.4444444 | 0.6666667 | 0.3333333 | 0.5714286 | 0.5217391 | 0.0086892 |
| 8323 | MRPL44 | mitochondrial ribosomal protein L44 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8325 | CUL3 | cullin 3 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8330 | MFF | mitochondrial fission factor | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8339 | CAB39 | calcium binding protein 39 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8342 | PSMD1 | proteasome 26S subunit, non-ATPase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8361 | ATG16L1 | autophagy related 16 like 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8371 | LRRFIP1 | LRR binding FLII interacting protein 1 | 0.5714286 | 1.0000000 | 0.6666667 | 0.8333333 | 1.0000000 | 0.3188406 | 0.0171174 |
| 8376 | SCLY | selenocysteine lyase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8392 | CAPN10 | calpain 10 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8401 | STK25 | serine/threonine kinase 25 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8404 | DTYMK | deoxythymidylate kinase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8405 | ING5 | inhibitor of growth family member 5 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8418 | RBCK1 | RANBP2-type and C3HC4-type zinc finger containing 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8419 | TBC1D20 | TBC1 domain family member 20 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8423 | FAM110A | family with sequence similarity 110 member A | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8429 | SDCBP2-AS1 | SDCBP2 antisense RNA 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8453 | C20orf27 | chromosome 20 open reading frame 27 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8473 | GPCPD1 | glycerophosphocholine phosphodiesterase 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8478 | TMX4 | thioredoxin related transmembrane protein 4 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8479 | PLCB1 | phospholipase C beta 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8493 | RRBP1 | ribosome binding protein 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8494 | SNX5 | sorting nexin 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8496 | ZNF133 | zinc finger protein 133 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8501 | SMIM26 | small integral membrane protein 26 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8506 | RALGAPA2 | Ral GTPase activating protein catalytic alpha subunit 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8507 | KIZ | kizuna centrosomal protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8508 | XRN2 | 5’-3’ exoribonuclease 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8513 | NAPB | NSF attachment protein beta | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8521 | ABHD12 | abhydrolase domain containing 12 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8525 | ZNF337 | zinc finger protein 337 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8534 | DUSP15 | dual specificity phosphatase 15 | 0.0000000 | 0.5555556 | 0.6666667 | 0.1666667 | 0.5714286 | 0.4009662 | 0.0478727 |
| 8547 | C20orf203 | chromosome 20 open reading frame 203 | 0.1428571 | 0.7777778 | 0.6666667 | 0.3333333 | 0.7142857 | 0.3832528 | 0.0339567 |
| 8551 | MAPRE1 | microtubule associated protein RP/EB family member 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8559 | E2F1 | E2F transcription factor 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8565 | AHCY | adenosylhomocysteinase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8592 | SCAND1 | SCAN domain containing 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8603 | DSN1 | DSN1 component of MIS12 kinetochore complex | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8617 | ACTR5 | actin related protein 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8621 | DHX35 | DEAH-box helicase 35 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8632 | IFT52 | intraflagellar transport 52 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8635 | OSER1-DT | OSER1 divergent transcript | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8638 | SERINC3 | serine incorporator 3 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8646 | STK4-AS1 | STK4 antisense RNA 1 (head to head) | 0.5714286 | 1.0000000 | 0.6666667 | 0.8333333 | 1.0000000 | 0.3188406 | 0.0171174 |
| 8677 | SNORD12C | small nucleolar RNA, C/D box 12C | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8715 | VAPB | VAMP associated protein B and C | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8729 | SLMO2-ATP5E | SLMO2-ATP5E readthrough | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8743 | RPS21 | ribosomal protein S21 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8752 | DIDO1 | death inducer-obliterator 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8764 | PTK6 | protein tyrosine kinase 6 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8800 | C21orf91 | chromosome 21 open reading frame 91 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8805 | MRPL39 | mitochondrial ribosomal protein L39 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8813 | USP16 | ubiquitin specific peptidase 16 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8814 | CCT8 | chaperonin containing TCP1 subunit 8 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8817 | BACH1 | BTB domain and CNC homolog 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8819 | SOD1 | superoxide dismutase 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8822 | URB1-AS1 | URB1 antisense RNA 1 (head to head) | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8829 | IFNAR1 | interferon alpha and beta receptor subunit 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8831 | TMEM50B | transmembrane protein 50B | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8832 | DNAJC28 | DnaJ heat shock protein family (Hsp40) member C28 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8834 | DONSON | downstream neighbor of SON | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8846 | SETD4 | SET domain containing 4 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8847 | CBR1 | carbonyl reductase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8857 | PIGP | phosphatidylinositol glycan anchor biosynthesis class P | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8864 | HMGN1 | high mobility group nucleosome binding domain 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8888 | NDUFV3 | NADH:ubiquinone oxidoreductase subunit V3 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8905 | GATD3A | glutamine amidotransferase like class 1 domain containing 3A | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8933 | PCNT | pericentrin | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8950 | PEX26 | peroxisomal biogenesis factor 26 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 8981 | KLHL22 | kelch like family member 22 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8986 | CRKL | CRK like proto-oncogene, adaptor protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8988 | THAP7-AS1 | THAP7 antisense RNA 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 8995 | SDF2L1 | stromal cell derived factor 2 like 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9020 | SLC2A11 | solute carrier family 2 member 11 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9044 | PITPNB | phosphatidylinositol transfer protein beta | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9053 | GAS2L1 | growth arrest specific 2 like 1 | 0.0000000 | 0.4444444 | 0.6666667 | 0.3333333 | 0.5714286 | 0.4396135 | 0.0397280 |
| 9081 | SELENOM | selenoprotein M | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9088 | DRG1 | developmentally regulated GTP binding protein 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9095 | DEPDC5 | DEP domain containing 5, GATOR1 subcomplex subunit | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9106 | MCM5 | minichromosome maintenance complex component 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9117 | MYH9 | myosin heavy chain 9 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9162 | DMC1 | DNA meiotic recombinase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9211 | POLR3H | RNA polymerase III subunit H | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9226 | NAGA | alpha-N-acetylgalactosaminidase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9231 | SERHL | serine hydrolase like (pseudogene) | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9272 | TBC1D22A | TBC1 domain family member 22A | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9295 | SCO2 | SCO cytochrome c oxidase assembly protein 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9299 | SYCE3 | synaptonemal complex central element protein 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9304 | TRNT1 | tRNA nucleotidyl transferase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9308 | SETMAR | SET domain and mariner transposase fusion gene | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9315 | EDEM1 | ER degradation enhancing alpha-mannosidase like protein 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9322 | MTMR14 | myotubularin related protein 14 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9332 | CRELD1 | cysteine rich with EGF like domains 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9345 | ATG7 | autophagy related 7 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9349 | TAMM41 | TAM41 mitochondrial translocator assembly and maintenance homolog | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9352 | RAF1 | Raf-1 proto-oncogene, serine/threonine kinase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9359 | HDAC11 | histone deacetylase 11 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9365 | SLC6A6 | solute carrier family 6 member 6 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9368 | MRPS25 | mitochondrial ribosomal protein S25 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9376 | DPH3 | diphthamide biosynthesis 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9381 | TBC1D5 | TBC1 domain family member 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9385 | EFHB | EF-hand domain family member B | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9386 | KAT2B | lysine acetyltransferase 2B | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9394 | MIR4442 | microRNA 4442 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9395 | NGLY1 | N-glycanase 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9396 | OXSM | 3-oxoacyl-ACP synthase, mitochondrial | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9397 | NEK10 | NIMA related kinase 10 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9398 | SLC4A7 | solute carrier family 4 member 7 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9429 | ACAA1 | acetyl-CoA acyltransferase 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9443 | EIF1B | eukaryotic translation initiation factor 1B | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9465 | ABHD5 | abhydrolase domain containing 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9466 | TCAIM | T cell activation inhibitor, mitochondrial | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9503 | SMARCC1 | SWI/SNF related, matrix associated, actin dependent regulator of chromatin subfamily c member 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9506 | MAP4 | microtubule associated protein 4 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9508 | ZNF589 | zinc finger protein 589 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9512 | TMA7 | translation machinery associated 7 homolog | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9534 | QRICH1 | glutamine rich 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9569 | TUSC2 | tumor suppressor 2, mitochondrial calcium regulator | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9572 | NPRL2 | NPR2 like, GATOR1 complex subunit | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9581 | MANF | mesencephalic astrocyte derived neurotrophic factor | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9610 | RFT1 | RFT1 homolog | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9613 | DCP1A | decapping mRNA 1A | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9618 | TASOR | transcription activation suppressor | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9634 | RPP14 | ribonuclease P/MRP subunit p14 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9636 | PDHB | pyruvate dehydrogenase E1 beta subunit | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9639 | FHIT | fragile histidine triad diadenosine triphosphatase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9646 | LRIG1 | leucine rich repeats and immunoglobulin like domains 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9652 | ARL6IP5 | ADP ribosylation factor like GTPase 6 interacting protein 5 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9669 | SHQ1 | SHQ1, H/ACA ribonucleoprotein assembly factor | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9672 | FAM86DP | family with sequence similarity 86 member D, pseudogene | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9680 | DHFR2 | dihydrofolate reductase 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9681 | ARL6 | ADP ribosylation factor like GTPase 6 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9683 | RIOX2 | ribosomal oxygenase 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9684 | CLDND1 | claudin domain containing 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9685 | CPOX | coproporphyrinogen oxidase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9686 | DCBLD2 | discoidin, CUB and LCCL domain containing 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9694 | TFG | trafficking from ER to golgi regulator | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9697 | TRMT10C | tRNA methyltransferase 10C, mitochondrial RNase P subunit | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9703 | NFKBIZ | NFKB inhibitor zeta | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9707 | CBLB | Cbl proto-oncogene B | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9711 | IFT57 | intraflagellar transport 57 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9717 | NECTIN3 | nectin cell adhesion molecule 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9719 | PLCXD2 | phosphatidylinositol specific phospholipase C X domain containing 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9722 | ABHD10 | abhydrolase domain containing 10 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9733 | NEPRO | nucleolus and neural progenitor protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9734 | CFAP44 | cilia and flagella associated protein 44 | 0.0000000 | 0.2222222 | 0.0000000 | 0.1666667 | 0.4285714 | 0.2866345 | 0.0411643 |
| 9776 | DTX3L | deltex E3 ubiquitin ligase 3L | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9801 | OSBPL11 | oxysterol binding protein like 11 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9808 | CHCHD6 | coiled-coil-helix-coiled-coil-helix domain containing 6 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9819 | RAB7A | RAB7A, member RAS oncogene family | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9820 | ACAD9 | acyl-CoA dehydrogenase family member 9 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9826 | CNBP | CCHC-type zinc finger nucleic acid binding protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9828 | HMCES | 5-hydroxymethylcytosine binding, ES cell specific | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9837 | FAM86HP | family with sequence similarity 86, member A pseudogene | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9842 | ASTE1 | asteroid homolog 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9846 | DNAJC13 | DnaJ heat shock protein family (Hsp40) member C13 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9848 | NPHP3 | nephrocystin 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9856 | MSL2 | MSL complex subunit 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9862 | DBR1 | debranching RNA lariats 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9868 | MRPS22 | mitochondrial ribosomal protein S22 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9878 | ATP1B3 | ATPase Na+/K+ transporting subunit beta 3 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9883 | ATR | ATR serine/threonine kinase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9885 | TRPC1 | transient receptor potential cation channel subfamily C member 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9888 | LOC100289361 | uncharacterized LOC100289361 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9894 | PLSCR1 | phospholipid scramblase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9899 | COMMD2 | COMM domain containing 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9900 | RNF13 | ring finger protein 13 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9905 | ERICH6 | glutamate rich 6 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9906 | SIAH2 | siah E3 ubiquitin protein ligase 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9912 | MBNL1-AS1 | MBNL1 antisense RNA 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9917 | DHX36 | DEAH-box helicase 36 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9920 | GMPS | guanine monophosphate synthase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9927 | CCNL1 | cyclin L1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9931 | GFM1 | G elongation factor mitochondrial 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9932 | LXN | latexin | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9936 | IL12A | interleukin 12A | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9941 | KPNA4 | karyopherin subunit alpha 4 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9944 | NMD3 | NMD3 ribosome export adaptor | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9954 | LOC100128164 | four and a half LIM domains 1 pseudogene | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9957 | PRKCI | protein kinase C iota | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9960 | EIF5A2 | eukaryotic translation initiation factor 5A2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9968 | NCEH1 | neutral cholesterol ester hydrolase 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9982 | FXR1 | FMR1 autosomal homolog 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 9994 | KLHL24 | kelch like family member 24 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 9997 | PARL | presenilin associated rhomboid like | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10004 | ALG3 | ALG3 alpha-1,3- mannosyltransferase | 0.5714286 | 1.0000000 | 0.6666667 | 0.8333333 | 1.0000000 | 0.3188406 | 0.0171174 |
| 10005 | ALG3 | ALG3 alpha-1,3- mannosyltransferase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10008 | PSMD2 | proteasome 26S subunit, non-ATPase 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10011 | CLCN2 | chloride voltage-gated channel 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10015 | VPS8 | VPS8 subunit of CORVET complex | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10025 | TBCCD1 | TBCC domain containing 1 | 0.5714286 | 1.0000000 | 0.6666667 | 0.8333333 | 1.0000000 | 0.3188406 | 0.0171174 |
| 10030 | RPL39L | ribosomal protein L39 like | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10059 | TCTEX1D2 | Tctex1 domain containing 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10061 | UBXN7 | UBX domain protein 7 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10073 | BDH1 | 3-hydroxybutyrate dehydrogenase 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10074 | RUBCN | rubicon autophagy regulator | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10085 | LOC100129917 | uncharacterized LOC100129917 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10094 | MAEA | macrophage erythroblast attacher | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10099 | TACC3 | transforming acidic coiled-coil containing protein 3 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10109 | POLN | DNA polymerase nu | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10113 | RNF4 | ring finger protein 4 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10125 | GRK4 | G protein-coupled receptor kinase 4 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10141 | WFS1 | wolframin ER transmembrane glycoprotein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10156 | ABLIM2 | actin binding LIM protein family member 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10186 | ZCCHC4 | zinc finger CCHC-type containing 4 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10187 | ANAPC4 | anaphase promoting complex subunit 4 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10190 | SMIM20 | small integral membrane protein 20 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10193 | STIM2 | stromal interaction molecule 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10215 | UGDH-AS1 | UGDH antisense RNA 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10224 | SLC30A9 | solute carrier family 30 member 9 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10227 | ATP8A1 | ATPase phospholipid transporting 8A1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10230 | GNPDA2 | glucosamine-6-phosphate deaminase 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10233 | ATP10D | ATPase phospholipid transporting 10D (putative) | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10250 | PDGFRA | platelet derived growth factor receptor alpha | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10253 | TMEM165 | transmembrane protein 165 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10256 | CEP135 | centrosomal protein 135 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10270 | CENPC | centromere protein C | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10271 | UBA6-AS1 | UBA6 antisense RNA 1 (head to head) | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10278 | GRSF1 | G-rich RNA sequence binding factor 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10280 | MOB1B | MOB kinase activator 1B | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10281 | DCK | deoxycytidine kinase | 0.5714286 | 1.0000000 | 0.6666667 | 0.8333333 | 1.0000000 | 0.3188406 | 0.0171174 |
| 10284 | COX18 | cytochrome c oxidase assembly factor COX18 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10291 | THAP6 | THAP domain containing 6 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10293 | CDKL2 | cyclin dependent kinase like 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10297 | NAAA | N-acylethanolamine acid amidase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10311 | LINC01094 | long intergenic non-protein coding RNA 1094 | 0.8571429 | 0.2222222 | 0.3333333 | 0.5000000 | 0.5714286 | -0.4605475 | 0.0325759 |
| 10333 | ABRAXAS1 | abraxas 1, BRCA1 A complex subunit | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10352 | FAM13A | family with sequence similarity 13 member A | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10358 | PDLIM5 | PDZ and LIM domain 5 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10360 | STPG2 | sperm tail PG-rich repeat containing 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10367 | DAPP1 | dual adaptor of phosphotyrosine and 3-phosphoinositides 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10372 | PPP3CA | protein phosphatase 3 catalytic subunit alpha | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10380 | SLC9B1 | solute carrier family 9 member B1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10389 | PAPSS1 | 3’-phosphoadenosine 5’-phosphosulfate synthase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10391 | HADH | hydroxyacyl-CoA dehydrogenase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10397 | OSTC | oligosaccharyltransferase complex non-catalytic subunit | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10401 | MCUB | mitochondrial calcium uniporter dominant negative beta subunit | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10408 | FAM241A | family with sequence similarity 241 member A | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10409 | AP1AR | adaptor related protein complex 1 associated regulatory protein | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10421 | USP53 | ubiquitin specific peptidase 53 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10422 | LOC645513 | septin 7 pseudogene | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10431 | QRFPR | pyroglutamylated RFamide peptide receptor | 0.0000000 | 0.5555556 | 0.3333333 | 0.1666667 | 0.4285714 | 0.3687601 | 0.0351560 |
| 10433 | EXOSC9 | exosome component 9 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10445 | PLK4 | polo like kinase 4 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10446 | MFSD8 | major facilitator superfamily domain containing 8 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10454 | NOCT | nocturnin | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10458 | NDUFC1 | NADH:ubiquinone oxidoreductase subunit C1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10466 | ZNF330 | zinc finger protein 330 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10477 | MMAA | metabolism of cobalamin associated A | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10482 | SLC10A7 | solute carrier family 10 member 7 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10485 | PRMT9 | protein arginine methyltransferase 9 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10495 | MIR4453HG | MIR4453 host gene | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10496 | TMEM154 | transmembrane protein 154 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10497 | TIGD4 | tigger transposable element derived 4 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10512 | NAF1 | nuclear assembly factor 1 ribonucleoprotein | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10516 | TMEM192 | transmembrane protein 192 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10526 | CLCN3 | chloride voltage-gated channel 3 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10538 | SPATA4 | spermatogenesis associated 4 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10539 | SPCS3 | signal peptidase complex subunit 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10541 | NEIL3 | nei like DNA glycosylase 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10542 | AGA | aspartylglucosaminidase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10544 | DCTD | dCMP deaminase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10547 | ING2 | inhibitor of growth family member 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10555 | CFAP97 | cilia and flagella associated protein 97 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10582 | MED10 | mediator complex subunit 10 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10588 | C5orf49 | chromosome 5 open reading frame 49 | 0.1428571 | 0.7777778 | 0.6666667 | 0.5000000 | 0.7142857 | 0.4557166 | 0.0201865 |
| 10589 | MTRR | 5-methyltetrahydrofolate-homocysteine methyltransferase reductase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10597 | DAP | death associated protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10603 | ZNF622 | zinc finger protein 622 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10611 | ZFR | zinc finger RNA binding protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10615 | AMACR | alpha-methylacyl-CoA racemase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10618 | BRIX1 | biogenesis of ribosomes BRX1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10619 | DNAJC21 | DnaJ heat shock protein family (Hsp40) member C21 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10623 | SKP2 | S-phase kinase associated protein 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10624 | NADK2 | NAD kinase 2, mitochondrial | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10638 | TTC33 | tetratricopeptide repeat domain 33 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10642 | OXCT1 | 3-oxoacid CoA-transferase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10652 | ZNF131 | zinc finger protein 131 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10657 | C5orf34 | chromosome 5 open reading frame 34 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10659 | NNT-AS1 | NNT antisense RNA 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10671 | ARL15 | ADP ribosylation factor like GTPase 15 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10680 | MTREX | Mtr4 exosome RNA helicase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10681 | RNF138P1 | ring finger protein 138 pseudogene 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10683 | SLC38A9 | solute carrier family 38 member 9 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10687 | MIER3 | MIER family member 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10696 | KIF2A | kinesin family member 2A | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10707 | SREK1 | splicing regulatory glutamic acid and lysine rich protein 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10710 | MAST4 | microtubule associated serine/threonine kinase family member 4 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10711 | PIK3R1 | phosphoinositide-3-kinase regulatory subunit 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10717 | CDK7 | cyclin dependent kinase 7 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10719 | RAD17 | RAD17 checkpoint clamp loader component | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10728 | BTF3 | basic transcription factor 3 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10743 | AGGF1 | angiogenic factor with G-patch and FHA domains 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10746 | TBCA | tubulin folding cofactor A | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10748 | SCAMP1 | secretory carrier membrane protein 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10752 | HOMER1 | homer scaffold protein 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10753 | TENT2 | terminal nucleotidyltransferase 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10754 | MTX3 | metaxin 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10756 | ZFYVE16 | zinc finger FYVE-type containing 16 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10757 | FAM151B | family with sequence similarity 151 member B | 0.0000000 | 0.5555556 | 0.6666667 | 0.3333333 | 0.5714286 | 0.4396135 | 0.0353280 |
| 10763 | RPS23 | ribosomal protein S23 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10777 | POLR3G | RNA polymerase III subunit G | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10786 | FAM172A | family with sequence similarity 172 member A | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10792 | RFESD | Rieske Fe-S domain containing | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10798 | CAST | calpastatin | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10800 | ERAP1 | endoplasmic reticulum aminopeptidase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10802 | LNPEP | leucyl and cystinyl aminopeptidase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10811 | ST8SIA4 | ST8 alpha-N-acetyl-neuraminide alpha-2,8-sialyltransferase 4 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10813 | SLCO4C1 | solute carrier organic anion transporter family member 4C1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10818 | FBXL17 | F-box and leucine rich repeat protein 17 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10828 | WDR36 | WD repeat domain 36 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10830 | STARD4-AS1 | STARD4 antisense RNA 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10832 | EPB41L4A-AS1 | EPB41L4A antisense RNA 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10836 | APC | APC regulator of WNT signaling pathway | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10839 | REEP5 | receptor accessory protein 5 | 0.5714286 | 1.0000000 | 1.0000000 | 0.8333333 | 0.8571429 | 0.3091787 | 0.0291497 |
| 10844 | YTHDC2 | YTH domain containing 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10849 | FEM1C | fem-1 homolog C | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10854 | COMMD10 | COMM domain containing 10 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10855 | DTWD2 | DTW domain containing 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10862 | SNX2 | sorting nexin 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10880 | RAPGEF6 | Rap guanine nucleotide exchange factor 6 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10888 | IRF1 | interferon regulatory factor 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10889 | IRF1 | interferon regulatory factor 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10890 | RAD50 | RAD50 double strand break repair protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10902 | VDAC1 | voltage dependent anion channel 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10912 | JADE2 | jade family PHD finger 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10916 | CAMLG | calcium modulating ligand | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10919 | C5orf24 | chromosome 5 open reading frame 24 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10921 | PCBD2 | pterin-4 alpha-carbinolamine dehydratase 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10923 | MACROH2A1 | macroH2A.1 histone | 0.5714286 | 1.0000000 | 0.6666667 | 0.8333333 | 1.0000000 | 0.3188406 | 0.0171174 |
| 10928 | KLHL3 | kelch like family member 3 | 0.1428571 | 0.4444444 | 0.6666667 | 0.5000000 | 0.5714286 | 0.3671498 | 0.0325543 |
| 10936 | FAM53C | family with sequence similarity 53 member C | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10959 | PURA | purine rich element binding protein A | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10969 | TMCO6 | transmembrane and coiled-coil domains 6 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10971 | WDR55 | WD repeat domain 55 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10984 | DIAPH1 | diaphanous related formin 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 10990 | RNF14 | ring finger protein 14 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10994 | ARHGAP26 | Rho GTPase activating protein 26 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 10995 | NR3C1 | nuclear receptor subfamily 3 group C member 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11004 | PPP2R2B-IT1 | PPP2R2B intronic transcript 1 | 0.7142857 | 0.2222222 | 0.3333333 | 0.1666667 | 0.2857143 | -0.5152979 | 0.0059759 |
| 11006 | JAKMIP2 | janus kinase and microtubule interacting protein 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11022 | RPS14 | ribosomal protein S14 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11023 | RBM22 | RNA binding motif protein 22 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11038 | FAM114A2 | family with sequence similarity 114 member A2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11041 | SAP30L-AS1 | SAP30L antisense RNA 1 (head to head) | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11044 | CNOT8 | CCR4-NOT transcription complex subunit 8 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11063 | RNF145 | ring finger protein 145 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11064 | UBLCP1 | ubiquitin like domain containing CTD phosphatase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11076 | MAT2B | methionine adenosyltransferase 2B | 0.5714286 | 0.3333333 | 0.0000000 | 0.1666667 | 0.2857143 | -0.3784219 | 0.0347546 |
| 11077 | MAT2B | methionine adenosyltransferase 2B | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11081 | SPDL1 | spindle apparatus coiled-coil protein 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11088 | NPM1 | nucleophosmin 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11105 | BNIP1 | BCL2 interacting protein 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11115 | KIAA1191 | KIAA1191 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11116 | ARL10 | ADP ribosylation factor like GTPase 10 | 0.0000000 | 0.6666667 | 0.0000000 | 0.3333333 | 0.7142857 | 0.4557166 | 0.0350399 |
| 11126 | TSPAN17 | tetraspanin 17 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11128 | ZNF346 | zinc finger protein 346 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11137 | PRR7 | proline rich 7, synaptic | 0.4285714 | 0.0000000 | 0.0000000 | 0.0000000 | 0.2857143 | -0.3478261 | 0.0261378 |
| 11140 | PDLIM7 | PDZ and LIM domain 7 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11150 | CLK4 | CDC like kinase 4 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11151 | ZNF354A | zinc finger protein 354A | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11161 | MGAT4B | alpha-1,3-mannosyl-glycoprotein 4-beta-N-acetylglucosaminyltransferase B | 0.2857143 | 0.7777778 | 0.6666667 | 0.6666667 | 0.8571429 | 0.4380032 | 0.0474327 |
| 11169 | MAPK9 | mitogen-activated protein kinase 9 | 0.7142857 | 0.1111111 | 0.0000000 | 0.1666667 | 0.2857143 | -0.5797101 | 0.0001285 |
| 11173 | MGAT1 | alpha-1,3-mannosyl-glycoprotein 2-beta-N-acetylglucosaminyltransferase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11175 | HEIH | hepatocellular carcinoma up-regulated EZH2-associated long non-coding RNA | 0.5714286 | 0.0000000 | 0.0000000 | 0.1666667 | 0.1428571 | -0.4283414 | 0.0084399 |
| 11181 | MYLK4 | myosin light chain kinase family member 4 | 1.0000000 | 0.4444444 | 1.0000000 | 0.6666667 | 0.8571429 | -0.4025765 | 0.0276467 |
| 11206 | FARS2 | phenylalanyl-tRNA synthetase 2, mitochondrial | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11216 | EEF1E1-BLOC1S5 | EEF1E1-BLOC1S5 readthrough (NMD candidate) | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11225 | SMIM13 | small integral membrane protein 13 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11227 | NEDD9 | neural precursor cell expressed, developmentally down-regulated 9 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11232 | TBC1D7 | TBC1 domain family member 7 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11234 | SIRT5 | sirtuin 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11235 | NOL7 | nucleolar protein 7 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11239 | CD83 | CD83 molecule | 0.5714286 | 1.0000000 | 0.6666667 | 0.8333333 | 1.0000000 | 0.3188406 | 0.0171174 |
| 11248 | NUP153 | nucleoporin 153 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11268 | TDP2 | tyrosyl-DNA phosphodiesterase 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11271 | GMNN | geminin DNA replication inhibitor | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11392 | HCG27 | HLA complex group 27 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11422 | VWA7 | von Willebrand factor A domain containing 7 | 0.1428571 | 0.8888889 | 0.6666667 | 0.5000000 | 0.7142857 | 0.5201288 | 0.0045242 |
| 11448 | TAP2 | transporter 2, ATP binding cassette subfamily B member | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11451 | LOC100294145 | uncharacterized LOC100294145 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11482 | LEMD2 | LEM domain containing 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11486 | SMIM29 | small integral membrane protein 29 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11498 | PPARD | peroxisome proliferator activated receptor delta | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11500 | RPL10A | ribosomal protein L10a | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11531 | TMEM217 | transmembrane protein 217 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11552 | TOMM6 | translocase of outer mitochondrial membrane 6 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11555 | CCND3 | cyclin D3 | 0.0000000 | 0.5555556 | 0.6666667 | 0.5000000 | 0.2857143 | 0.5040258 | 0.0239155 |
| 11570 | PEX6 | peroxisomal biogenesis factor 6 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11583 | ZNF318 | zinc finger protein 318 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11605 | SUPT3H | SPT3 homolog, SAGA and STAGA complex component | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11620 | EFHC1 | EF-hand domain containing 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11628 | ELOVL5 | ELOVL fatty acid elongase 5 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11634 | BAG2 | BCL2 associated athanogene 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11637 | PHF3 | PHD finger protein 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11641 | SDHAF4 | succinate dehydrogenase complex assembly factor 4 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11648 | OOEP | oocyte expressed protein | 0.2857143 | 0.7777778 | 0.6666667 | 0.6666667 | 0.7142857 | 0.3977456 | 0.0247321 |
| 11660 | PHIP | pleckstrin homology domain interacting protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11667 | TENT5A | terminal nucleotidyltransferase 5A | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11668 | IBTK | inhibitor of Bruton tyrosine kinase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11672 | DOP1A | DOP1 leucine zipper like protein A | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11676 | CYB5R4 | cytochrome b5 reductase 4 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11680 | SYNCRIP | synaptotagmin binding cytoplasmic RNA interacting protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11687 | SLC35A1 | solute carrier family 35 member A1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11691 | RNGTT | RNA guanylyltransferase and 5’-phosphatase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11698 | LYRM2 | LYR motif containing 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11702 | MANEA | mannosidase endo-alpha | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11703 | UFL1 | UFM1 specific ligase 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11705 | NDUFAF4 | NADH:ubiquinone oxidoreductase complex assembly factor 4 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11706 | KLHL32 | kelch like family member 32 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11716 | ASCC3 | activating signal cointegrator 1 complex subunit 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11717 | HACE1 | HECT domain and ankyrin repeat containing E3 ubiquitin protein ligase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11739 | ARMC2 | armadillo repeat containing 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11750 | GTF3C6 | general transcription factor IIIC subunit 6 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11751 | RPF2 | ribosome production factor 2 homolog | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11760 | FYN | FYN proto-oncogene, Src family tyrosine kinase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11779 | CEP85L | centrosomal protein 85 like | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11798 | NCOA7 | nuclear receptor coactivator 7 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11803 | RNF146 | ring finger protein 146 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11823 | TBPL1 | TATA-box binding protein like 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11830 | HBS1L | HBS1 like translational GTPase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11833 | PDE7B | phosphodiesterase 7B | 0.0000000 | 0.4444444 | 0.6666667 | 0.3333333 | 0.1428571 | 0.4106280 | 0.0221890 |
| 11837 | MAP3K5 | mitogen-activated protein kinase kinase kinase 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11850 | REPS1 | RALBP1 associated Eps domain containing 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11866 | PLAGL1 | PLAG1 like zinc finger 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11872 | LOC100507557 | uncharacterized LOC100507557 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11899 | ZBTB2 | zinc finger and BTB domain containing 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11907 | MTRF1L | mitochondrial translational release factor 1 like | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11912 | MIR4466 | microRNA 4466 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11914 | TMEM242 | transmembrane protein 242 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11918 | GTF2H5 | general transcription factor IIH subunit 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11932 | MAP3K4 | mitogen-activated protein kinase kinase kinase 4 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11935 | CAHM | colon adenocarcinoma hypermethylated | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11938 | MPC1 | mitochondrial pyruvate carrier 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11945 | FGFR1OP | FGFR1 oncogene partner | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11961 | SUN1 | Sad1 and UNC84 domain containing 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11969 | ZFAND2A | zinc finger AN1-type containing 2A | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11970 | MICALL2 | MICAL like 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 11986 | GNA12 | G protein subunit alpha 12 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11988 | SDK1 | sidekick cell adhesion molecule 1 | 0.5714286 | 1.0000000 | 0.6666667 | 0.8333333 | 1.0000000 | 0.3188406 | 0.0171174 |
| 11990 | AP5Z1 | adaptor related protein complex 5 subunit zeta 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 11999 | ACTB | actin beta | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12008 | USP42 | ubiquitin specific peptidase 42 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12036 | BZW2 | basic leucine zipper and W2 domains 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12039 | SNX13 | sorting nexin 13 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12055 | KLHL7-DT | KLHL7 divergent transcript | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12066 | OSBPL3 | oxysterol binding protein like 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12085 | TAX1BP1 | Tax1 binding protein 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12101 | LSM5 | LSM5 homolog, U6 small nuclear RNA and mRNA degradation associated | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12104 | KBTBD2 | kelch repeat and BTB domain containing 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12133 | RALA | RAS like proto-oncogene A | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12137 | C7orf25 | chromosome 7 open reading frame 25 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12150 | POLD2 | DNA polymerase delta 2, accessory subunit | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12151 | YKT6 | YKT6 v-SNARE homolog | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12164 | CCM2 | CCM2 scaffold protein | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12171 | HUS1 | HUS1 checkpoint clamp component | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12178 | SEC61G | SEC61 translocon gamma subunit | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12179 | LANCL2 | LanC like 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12183 | MRPS17 | mitochondrial ribosomal protein S17 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12197 | LOC441242 | uncharacterized LOC441242 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12207 | RABGEF1 | RAB guanine nucleotide exchange factor 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12209 | TMEM248 | transmembrane protein 248 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12229 | BUD23 | BUD23 rRNA methyltransferase and ribosome maturation factor | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12240 | GTF2I | general transcription factor IIi | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12241 | GTF2IRD2 | GTF2I repeat domain containing 2 | 0.5714286 | 1.0000000 | 1.0000000 | 0.8333333 | 0.8571429 | 0.2995169 | 0.0139971 |
| 12245 | GTF2IRD2B | GTF2I repeat domain containing 2B | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12251 | RHBDD2 | rhomboid domain containing 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12253 | TMEM120A | transmembrane protein 120A | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12276 | DMTF1 | cyclin D binding myb like transcription factor 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12279 | ABCB1 | ATP binding cassette subfamily B member 1 | 0.5714286 | 0.0000000 | 0.0000000 | 0.3333333 | 0.1428571 | -0.4524960 | 0.0058702 |
| 12282 | DBF4 | DBF4 zinc finger | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12288 | GTPBP10 | GTP binding protein 10 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12289 | CLDN12 | claudin 12 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12291 | MTERF1 | mitochondrial transcription termination factor 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12298 | FAM133B | family with sequence similarity 133 member B | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12312 | PON1 | paraoxonase 1 | 0.2857143 | 0.5555556 | 0.3333333 | 0.5000000 | 0.5714286 | 0.3027375 | 0.0218335 |
| 12320 | SDHAF3 | succinate dehydrogenase complex assembly factor 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12323 | LMTK2 | lemur tyrosine kinase 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12339 | FAM200A | family with sequence similarity 200 member A | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12349 | MCM7 | minichromosome maintenance complex component 7 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12387 | FIS1 | fission, mitochondrial 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12395 | FBXL13 | F-box and leucine rich repeat protein 13 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12402 | ORC5 | origin recognition complex subunit 5 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12403 | KMT2E-AS1 | KMT2E antisense RNA 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12422 | DLD | dihydrolipoamide dehydrogenase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12437 | TES | testin LIM domain protein | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12443 | CAPZA2 | capping actin protein of muscle Z-line subunit alpha 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12463 | LRRC4 | leucine rich repeat containing 4 | 0.1428571 | 0.7777778 | 0.3333333 | 0.5000000 | 0.7142857 | 0.4557166 | 0.0236367 |
| 12472 | CALU | calumenin | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12475 | ATP6V1F | ATPase H+ transporting V1 subunit F | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12482 | STRIP2 | striatin interacting protein 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12489 | CEP41 | centrosomal protein 41 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12502 | AKR1B1 | aldo-keto reductase family 1 member B | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12504 | AGBL3 | ATP/GTP binding protein like 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12507 | WDR91 | WD repeat domain 91 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12509 | NUP205 | nucleoporin 205 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12511 | LUZP6 | leucine zipper protein 6 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12523 | LUC7L2 | LUC7 like 2, pre-mRNA splicing factor | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12534 | NDUFB2-AS1 | NDUFB2 antisense RNA 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12535 | BRAF | B-Raf proto-oncogene, serine/threonine kinase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12542 | GSTK1 | glutathione S-transferase kappa 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12543 | CASP2 | caspase 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12555 | TPK1 | thiamin pyrophosphokinase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12559 | PDIA4 | protein disulfide isomerase family A member 4 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12573 | ZNF862 | zinc finger protein 862 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12578 | ZNF775 | zinc finger protein 775 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12595 | FASTK | Fas activated serine/threonine kinase | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12625 | LMBR1 | limb development membrane protein 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12628 | UBE3C | ubiquitin protein ligase E3C | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12632 | NCAPG2 | non-SMC condensin II complex subunit G2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12638 | ERICH1 | glutamate rich 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12646 | AGPAT5 | 1-acylglycerol-3-phosphate O-acyltransferase 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12651 | ERI1 | exoribonuclease 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12657 | XKR6 | XK related 6 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12673 | VPS37A | VPS37A subunit of ESCRT-I | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12678 | ASAH1 | N-acylsphingosine amidohydrolase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12686 | ATP6V1B2 | ATPase H+ transporting V1 subunit B2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12715 | TNFRSF10C | TNF receptor superfamily member 10c | 0.0000000 | 0.6666667 | 0.6666667 | 0.3333333 | 0.7142857 | 0.5362319 | 0.0161788 |
| 12751 | SARAF | store-operated calcium entry associated regulatory factor | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12766 | ERLIN2 | ER lipid raft associated 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12770 | BRF2 | BRF2 RNA polymerase III transcription initiation factor subunit | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12790 | KAT6A | lysine acetyltransferase 6A | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12796 | VDAC3 | voltage dependent anion channel 3 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12805 | MCM4 | minichromosome maintenance complex component 4 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12808 | PCMTD1 | protein-L-isoaspartate (D-aspartate) O-methyltransferase domain containing 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12810 | ATP6V1H | ATPase H+ transporting V1 subunit H | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12813 | MRPL15 | mitochondrial ribosomal protein L15 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12816 | SNORD54 | small nucleolar RNA, C/D box 54 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12817 | PLAG1 | PLAG1 zinc finger | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12821 | SDCBP | syndecan binding protein | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12828 | MIR4470 | microRNA 4470 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12830 | YTHDF3-AS1 | YTHDF3 antisense RNA 1 (head to head) | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12831 | LINC01299 | long intergenic non-protein coding RNA 1299 | 0.5714286 | 0.1111111 | 0.3333333 | 0.0000000 | 0.2857143 | -0.4347826 | 0.0236567 |
| 12841 | SGK3 | serum/glucocorticoid regulated kinase family member 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12843 | SNHG6 | small nucleolar RNA host gene 6 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12845 | PPP1R42 | protein phosphatase 1 regulatory subunit 42 | 0.1428571 | 0.5555556 | 0.3333333 | 0.3333333 | 0.5714286 | 0.3268921 | 0.0468408 |
| 12863 | UBE2W | ubiquitin conjugating enzyme E2 W | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12868 | GDAP1 | ganglioside induced differentiation associated protein 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12869 | PEX2 | peroxisomal biogenesis factor 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12870 | PKIA | cAMP-dependent protein kinase inhibitor alpha | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12871 | ZC2HC1A | zinc finger C2HC-type containing 1A | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12875 | MRPS28 | mitochondrial ribosomal protein S28 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12884 | ZFAND1 | zinc finger AN1-type containing 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12891 | WWP1 | WW domain containing E3 ubiquitin protein ligase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12904 | RBM12B | RNA binding motif protein 12B | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12905 | TMEM67 | transmembrane protein 67 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12912 | INTS8 | integrator complex subunit 8 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12915 | NDUFAF6 | NADH:ubiquinone oxidoreductase complex assembly factor 6 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12918 | UQCRB | ubiquinol-cytochrome c reductase binding protein | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12946 | UBR5 | ubiquitin protein ligase E3 component n-recognin 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12950 | ATP6V1C1 | ATPase H+ transporting V1 subunit C1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12973 | MIR3610 | microRNA 3610 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12976 | EXT1 | exostosin glycosyltransferase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12987 | DERL1 | derlin 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12991 | ATAD2 | ATPase family AAA domain containing 2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 12994 | FAM91A1 | family with sequence similarity 91 member A1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12995 | TMEM65 | transmembrane protein 65 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 12997 | RNF139 | ring finger protein 139 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13023 | PHF20L1 | PHD finger protein 20 like 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13027 | NDRG1 | N-myc downstream regulated 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13063 | PUF60 | poly(U) binding splicing factor 60 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13098 | ZNF7 | zinc finger protein 7 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13119 | RFX3 | regulatory factor X3 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 13135 | RIC1 | RIC1 homolog, RAB6A GEF complex partner 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13136 | ERMP1 | endoplasmic reticulum metallopeptidase 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13138 | RANBP6 | RAN binding protein 6 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13142 | KDM4C | lysine demethylase 4C | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 13143 | DMAC1 | distal membrane arm assembly complex 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13145 | NFIB | nuclear factor I B | 0.0000000 | 0.4444444 | 0.6666667 | 0.5000000 | 0.5714286 | 0.4589372 | 0.0119370 |
| 13149 | SNAPC3 | small nuclear RNA activating complex polypeptide 3 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 13164 | HACD4 | 3-hydroxyacyl-CoA dehydratase 4 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 13167 | KLHL9 | kelch like family member 9 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13171 | CDKN2B-AS1 | CDKN2B antisense RNA 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13175 | IFT74 | intraflagellar transport 74 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13183 | SMIM27 | small integral membrane protein 27 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13187 | SMU1 | SMU1 DNA replication regulator and spliceosomal factor | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13199 | UBE2R2 | ubiquitin conjugating enzyme E2 R2 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 13204 | MYORG | myogenesis regulating glycosidase (putative) | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13217 | PIGO | phosphatidylinositol glycan anchor biosynthesis class O | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13219 | FAM214B | family with sequence similarity 214 member B | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13221 | FAM214B | family with sequence similarity 214 member B | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 13236 | TMEM8B | transmembrane protein 8B | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 13245 | ZCCHC7 | zinc finger CCHC-type containing 7 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13248 | POLR1E | RNA polymerase I subunit E | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 13250 | TOMM5 | translocase of outer mitochondrial membrane 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13267 | SMC5-AS1 | SMC5 antisense RNA 1 (head to head) | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13268 | KLF9 | Kruppel like factor 9 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 13272 | ZFAND5 | zinc finger AN1-type containing 5 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13286 | VPS13A-AS1 | VPS13A antisense RNA 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13295 | KIF27 | kinesin family member 27 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 13316 | ROR2 | receptor tyrosine kinase like orphan receptor 2 | 0.0000000 | 0.5555556 | 0.6666667 | 0.5000000 | 0.4285714 | 0.4476651 | 0.0258894 |
| 13320 | IARS1 | isoleucyl-tRNA synthetase 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 13323 | BICD2 | BICD cargo adaptor 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13325 | ZNF484 | zinc finger protein 484 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 13369 | TSTD2 | thiosulfate sulfurtransferase like domain containing 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13372 | TRMO | tRNA methyltransferase O | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 13375 | NANS | N-acetylneuraminate synthase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 13383 | TGFBR1 | transforming growth factor beta receptor 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13385 | NR4A3 | nuclear receptor subfamily 4 group A member 3 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13395 | NIPSNAP3A | nipsnap homolog 3A | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 13406 | ABITRAM | actin binding transcription modulator | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13428 | SLC31A1 | solute carrier family 31 member 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13429 | FKBP15 | FKBP prolyl isomerase 15 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 13433 | ALAD | aminolevulinate dehydratase | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 13434 | C9orf43 | chromosome 9 open reading frame 43 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13449 | TRIM32 | tripartite motif containing 32 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13451 | MEGF9 | multiple EGF like domains 9 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13461 | GSN | gelsolin | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13471 | RABGAP1 | RAB GTPase activating protein 1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 13479 | RPL35 | ribosomal protein L35 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13481 | GOLGA1 | golgin A1 | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 13483 | PPP6C | protein phosphatase 6 catalytic subunit | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 13496 | RPL12 | ribosomal protein L12 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13505 | SH2D3C | SH2 domain containing 3C | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 13535 | ODF2 | outer dense fiber of sperm tails 2 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13556 | IER5L | immediate early response 5 like | 0.8571429 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.1545894 | 0.0469135 |
| 13562 | PRRX2 | paired related homeobox 2 | 0.1428571 | 0.6666667 | 0.6666667 | 0.3333333 | 0.7142857 | 0.3913043 | 0.0457287 |
| 13642 | TMEM141 | transmembrane protein 141 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |
| 13664 | ANAPC2 | anaphase promoting complex subunit 2 | 0.5714286 | 1.0000000 | 0.6666667 | 0.8333333 | 1.0000000 | 0.3188406 | 0.0171174 |
| 13677 | ARRDC1 | arrestin domain containing 1 | 0.7142857 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2512077 | 0.0090984 |